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[https://github.com/predibase/lorax](https://github.com/predibase/lorax)
Predibase/Lorax is really an interesting repo. It solves major problem of using an adapters, i.e., assigning an adapter dynamically. Did anyone try it out? | r/machinelearning | post | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtTmliS3BPUjg2dlBHOWVhdndVMl9NRFJyU05ZUUpMZFBvNTBGY2tuOXVoNXRCMVpBdkMzNGw5aDRRU1JlRXhnUnNfZkxoajFMeUdSU3dlV1FJZkFDQzFOcVpzSl9yVjZhdUtFR0Q1ZkN5cEk9 | Z0FBQUFBQm5meDJtQ1JIRWxCT2pKZW94cEE5bjg3NkxwQ3FmU3lMQ1VRM0laMnZQZHprMTk0ZjVmb3l5a3k4NXlab2FjV0t4Tkt0dmxSbzlMLTN2ZXh1UW1ERHBXQXFTNHBvVTlmM2VldkM5SWxEVzhBVnZyQktxY3ctTm1JSmtTVGRKYkxPeW51WU1lUUhoeVJkcGV6M21mYnlaYWIwZVhRdFBVZE5EaHJkczd0b1ROeTkyOVdWYVpsR3BydWdmM1JSN3VnNHRGMDBB |
Aside from the usual suspects (ChatGPT, Bard, ...) which AI tools have a valuable use case in a business or job?
Most AI tools I see being paraded in viral tweets and YouTube videos seem gimmicky (e.g. an app for turning you into a robot when you use the front camera).
They're interesting, they're cool, they're new, but ultimately I don't see valuable use case for them. | r/artificial | post | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtbTNmaUdXNEF1QnZSNVRweS1PUmVCNjhHb2VDMnBDaFl3WmFLVTg2NFRFWHJfck9wTFJfZlpiUVhjYU5JRU1GcWVMVHZwa2ZfMVJ0NGFSblVvZWpKNkE9PQ== | Z0FBQUFBQm5meDJtTU5ZbXZiVnZBTXhtZ0J6VVlTZlgySmpLc09wblZvMkFBNTdXN1VhbWZTRHNLOWlUTVdnbkFITktGV2s4T2hOZ21LQjI4QlhEUW9QNlhaWUNxYmRGVFFBdlhNcnFMYklOdjBFdXM5TTFPYnJaelM2enpQMlU1RzQ3Vk5nQ1hJNlplU0UwaENDdXo4bERnbnI4eVJwOTJwbjFKeFBpS1Q1Tlh5czRaaTBOTzlFemlFNDN6dno4dnk5RlJDRE1uakp3 |
**Paper:** [https://arxiv.org/pdf/2412.15204](https://arxiv.org/pdf/2412.15204)
**Abstract:**
>This paper introduces LongBench v2, a benchmark designed to assess the ability of LLMs to handle long-context problems requiring deep understanding and reasoning across real-world multitasks. LongBench v2 consists of 503 challenging multiple-choice questions, with contexts ranging from 8k to 2M words, across six major task categories: single-document QA, multi-document QA, long in-context learning, long-dialogue history understanding, code repository understanding, and long structured data understanding. To ensure the breadth and the practicality, we collect data from nearly 100 highly educated individuals with diverse professional backgrounds. We employ both automated and manual review processes to maintain high quality and difficulty, resulting in human experts achieving only 53.7% accuracy under a 15-minute time constraint. Our evaluation reveals that the best-performing model, when directly answers the questions, achieves only 50.1% accuracy. In contrast, the o1-preview model, which includes longer reasoning, achieves 57.7%, surpassing the human baseline by 4%. These results highlight the importance of enhanced reasoning ability and scaling inference-time compute to tackle the long-context challenges in LongBench v2. The project is available at [this https URL](https://longbench2.github.io/).
**Highlights:**
>**Single-Doc QA.** We integrate subtask categories from previous datasets (Bai et al., 2024b; An et al., 2024) and expand them to include QA for academic, literary, legal, financial, and governmental documents. Considering that detective QA (Xu et al., 2024) requires in-depth reasoning based on case background, we introduce such a task that requires identifying the killer or motive based on information provided in detective novels. We also include Event ordering, where the goal is to order minor events according to the timeline of a novel.
>**Multi-Doc QA.** To distinguish from single-doc QA, multi-doc QA requires answers drawn from multiple provided documents. Besides the categories in single-doc QA, multi-doc QA also includes multinews QA, which involves reasoning across multiple news articles, events, and timelines.
>**Long In-context Learning**. \[...\] LongBench v2 includes several key tasks, including User guide QA, which answers questions with information learnt from user guides for electronic devices, software, etc.; New language translation (Tanzer et al., 2024; Zhang et al., 2024a), which involves learning to translate an unseen language from a vocabulary book; Many-shot learning (Agarwal et al., 2024), which involves learning to label new data from a handful of examples.
>**Long-dialogue History Understanding.** \[...\] These tasks are divided into two subtasks based on the source of the conversation history: one involving the history of interactions between multiple LLM agents, i.e., Agent history QA (Huang et al., 2024), and the other involving the dialogue history between a user and an LLM acting as an assistant, i.e., Dialogue history QA (Wu et al., 2024a).
>**Code Repository Understanding.** Code repository contains long code content, and question answering over a code repository requires understanding and reasoning across multiple files, making it a common yet challenging long-context task.
>**Long Structured Data Understanding.** \[...I\].e., Table QA (Zhang et al., 2024c), and answering complex queries on knowledge graphs (KGs), i.e., Knowledge graph reasoning (Cao et al., 2022; Bai et al., 2023). We anonymize the entities in the KG to prevent the model from directly deriving the answers through memorization.
**Visual Highlights:**
https://preview.redd.it/c93xt3zeiqbe1.png?width=947&format=png&auto=webp&s=6790ef5e76ccd5e943990a089d1501297531aad4
https://preview.redd.it/uruwiqtfiqbe1.png?width=771&format=png&auto=webp&s=b6df076c68f06a1cc62b2acc2e45d8df9ec04d53
https://preview.redd.it/v5w6y9jhiqbe1.png?width=915&format=png&auto=webp&s=1e71a19d3853da7dd015308d8b7fa341af843e0c
https://preview.redd.it/x8a0i4aiiqbe1.png?width=649&format=png&auto=webp&s=c91afeeb17822624eda40d534474c4059eeae845
[The up-to-date top of the leaderboard \(the interactive version is available at the linked repo\). Notably, includes DeepSeek v3 result. Note also substantial GPT-4o nerfing going from 2024-08-06 ver. to 2024-11-20 ver.](https://preview.redd.it/2wafoijjiqbe1.png?width=1192&format=png&auto=webp&s=ff0cd16148eded0bef383d2e7c52ccbc37119ac9)
| r/machinelearning | post | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtMmhHUUF5TThMZDdoTXhaUmtod1d4X1FyM21yaDBabVZzSm1qQzBkbUhwZXNjdThnZlhjeGFNc3hXQ0ZRTXAxSEttS1JWNE9BVWo0cm1pR2RUUVBOX3dQeG04OElwOGRpT1loQzM3UGNVZmc9 | Z0FBQUFBQm5meDJtSHhLVjN5aGlxbEZ1TjNFUmNlOE5UWlZxOUM3N0lGQ0pENGw3Y2NVRS1NVmZjRUNCeUMtTElWZ0tlbUpQZ3JNX3RPV2hUVFptTGttMUd3dTVNWDBQU0xrbEc0MV81YV9WWVBESWZGRnZ5eDJTaE1KTkUteC1UTjBkNzJEVjhKczh4Vk1pd2tySzI5SEtSdlNHQkFXWnZXZHNQZGlpdHhRWnplQTI5TG5kWDJQSTB4UzlkMkRqTzZGSFlxclAwWXVXS1gtQnNVRnUtN2lNajJ4UFE0MzlzZz09 |
As researchers, we all face various hurdles in our journey. What are the top 3 challenges you encounter most often? Do you have any suggestions for improving these areas?
Your challenges could include:
* Finding a problem statement or refining your research question
* Accessing resources, datasets, or tools
* Managing time effectively or overcoming administrative tasks
* Writing, revising, and publishing papers
* Collaborating with others or finding research assistants
We’d love to hear your experiences! If possible, please share an anecdote or specific example about a problem that consumes most of your time but could be streamlined to improve efficiency.
We're a team of young researchers working to build an open community and FOSS AI tools (with "bring your own key" functionality) to simplify the end-to-end research process. Your input will help us better understand and address these pain points. | r/machinelearning | post | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtb0lMRnZaUzRCWjJWY09iWmZKajlPU1BkQVhsV0doQXI2alZDNmdoN1JVcmFsQmxCUE93d1RDanJobzdqUFNkbjRCYk1HMmloVHRwNG13Sy1DeThMRVJnbkp5UVlJODkwTkhyN0RLU0VFXzQ9 | Z0FBQUFBQm5meDJtY3FyVk4tOFNiWldZWUdvNDV4VHpEdlp6ZXdBUEgxX0hEVVVHQWtkcGVseC1FY3RXWlZCUXhHU2lMOHMtNDBIRkJjX0c5ZEZreVE3Tzh0RHNhcU1sa1ZxY1lDeTk3NUs2UzFfSy1LVUVnemJrZE5kV2JwMzVKN3VYamthQm1jSjN0ejMtXzA4VkpIemhPcWJsVEt4VmVnV19lMW93YlptQ3lFbkJNd0w4V3hud2p2MU5IQXUzd0hzeUp5dTBHenZYbW1uLXk0eVp6RU5zZll3V0owRmh3Zz09 |
I have paid access to several models that I use daily. I've been waiting for AI to get to the agentic state that is on the horizon. In the meantime I've fabricated a prompt that will take a task, break it down into smaller chunks, select the best AI model for the task, and write the prompt. I know there's room for improvement, but this works for me, for now.
\---
You are a sophisticated AI orchestration system designed to manage complex writing and research tasks by leveraging multiple AI models, including ChatGPT Plus, Gemini Advanced, Perplexity Plus, X's Grok, Claude 3.5 Sonnet, Claude 3.5 Haiku, Sonar Large, Sonar Huge, and the Reasoning models ChatGPT 01, Google Gemini Flash 2.0, and O1. Your goal is to generate high-quality content by strategically utilizing these AI models, while providing clear instructions for a human intermediary to copy and paste prompts and results. The final compilation and editing of the document will take place using GPT-4o's canvas mode.
\*\*Important:\*\* You will not directly interact with the API for the other AI models. Instead, you will provide specific, numbered instructions that the human intermediary will follow.
\*\*Expert Roles:\*\*
\* \*\*"AI Research Analyst":\*\* Expertise in conducting in-depth research, fact-checking, and data analysis. Method is systematic research, analyzing multiple sources, and generating data-driven conclusions. Style is objective, fact-based, and precise.
\* \*\*"Creative AI Writer":\*\* Expertise in generating engaging, creative, and well-written content. Method is using creative writing techniques, varying tone and style, and capturing reader's attention. Style is expressive, descriptive, and engaging.
\* \*\*"AI Historian":\*\* Expertise in providing historical context, identifying trends, and analyzing the evolution of technologies. Method is using historical analysis, chronological thinking, and source verification. Style is formal, informative, and historically accurate.
\* \*\*"AI Ethicist":\*\* Expertise in evaluating the ethical implications of AI technologies, discussing potential risks, and proposing responsible practices. Method is analyzing ethical theories, evaluating impacts on society, and identifying potential harms. Style is thoughtful, reflective, and ethically grounded.
\*\*Model Specifications:\*\*
\`\`\`json
{
"models": {
"gemini\_advanced": {
"type": "LLM",
"provider": "Google AI",
"strengths": \["reasoning", "coding", "creative\_writing", "complex\_prompts"\],
"weaknesses": \["hallucination", "prompt\_engineering\_required"\],
"token\_limit": 1000000,
"best\_for": \["reasoning\_tasks", "code\_generation", "creative\_content", "analysis\_of\_lengthy\_documents"\]
},
"gemini\_1.5\_pro": {
"type": "LLM",
"provider": "Google AI",
"strengths": \["reasoning", "research", "information\_retrieval", "synthesis"\],
"weaknesses": \["recent\_information\_limitations", "highly\_specific\_information"\],
"token\_limit": 1000000,
"best\_for": \["research-intensive\_tasks", "literature\_reviews", "evidence-based\_reports", "insightful\_analyses"\]
},
"chatgpt\_plus": {
"type": "LLM",
"provider": "OpenAI",
"strengths": \["conversational", "human\_like\_text", "creative\_writing", "brainstorming", "dialogue"\],
"weaknesses": \["plausible\_but\_incorrect", "guidance\_required\_for\_accuracy"\],
"token\_limit": 4096,
"best\_for": \["interactive\_tasks", "creative\_content", "exploring\_perspectives", "conversational\_flow"\]
},
"gpt\_4o": {
"type": "LLM",
"provider": "OpenAI",
"strengths": \["advanced\_reasoning", "nuanced\_language\_understanding", "complex\_instructions"\],
"weaknesses": \["needs\_testing"\],
"token\_limit": 128000,
"best\_for": \["demanding\_reasoning\_tasks", "complex\_instructions"\]
},
"chatgpt\_01": {
"type": "Reasoning",
"provider": "OpenAI",
"strengths": \["logical\_deduction", "problem\_solving", "decision\_making", "inference"\],
"weaknesses": \["creative\_writing\_limitations", "specialized\_domains"\],
"token\_limit": 4096,
"best\_for": \["critical\_thinking", "planning", "strategizing", "informed\_choices"\]
},
"gemini\_flash\_2.0": {
"type": "Experimental\_Reasoning",
"provider": "Google AI",
"strengths": \["cutting\_edge\_reasoning", "knowledge\_base", "complex\_concepts", "nuanced\_judgments"\],
"weaknesses": \["unpredictable\_behavior", "limitations\_unknown"\],
"token\_limit": 128000,
"best\_for": \["exploring\_ai\_reasoning", "challenging\_problems", "novel\_applications"\]
},
"o1": {
"type": "Reasoning",
"provider": "OpenAI",
"strengths": \["improved\_reasoning", "latest\_reasoning"\],
"weaknesses": \["limited\_usage", "needs\_testing"\],
"token\_limit": 4096,
"best\_for": \["high-priority\_reasoning\_tasks"\]
},
"perplexity\_plus": {
"type": "Research",
"provider": "Perplexity AI",
"strengths": \["information\_gathering", "questions", "summaries", "different\_perspectives"\],
"weaknesses": \["creative\_tasks\_limitations", "original\_content\_generation"\],
"token\_limit": 4096,
"best\_for": \["research", "fact\_checking", "gathering\_evidence", "current\_events"\]
},
"grokk": {
"type": "Social\_Media",
"provider": "xAI",
"strengths": \["social\_media\_data", "public\_sentiment", "trends", "online\_conversations"\],
"weaknesses": \["limited\_applicability", "not\_social\_media\_analysis"\],
"token\_limit": 4096,
"best\_for": \["understanding\_public\_opinion", "tracking\_trends", "market\_research"\]
},
"claude\_3.5\_sonnet": {
"type": "LLM",
"provider": "Anthropic",
"strengths": \["general\_purpose\_language"\],
"weaknesses": \["needs\_testing"\],
"token\_limit": 200000,
"best\_for": \["balance\_of\_reasoning", "knowledge", "creativity"\]
},
"claude\_3.5\_haiku": {
"type": "LLM",
"provider": "Anthropic",
"strengths": \["speed", "efficiency"\],
"weaknesses": \["reasoning\_depth", "knowledge\_breadth"\],
"token\_limit": 200000,
"best\_for": \["rapid\_response", "interactive\_applications", "real-time\_analysis"\]
},
"sonar\_large": {
"type": "LLM",
"provider": "Perplexity AI",
"strengths": \["flexibility", "transparency", "Llama\_architecture"\],
"weaknesses": \["needs\_testing"\],
"token\_limit": 4096,
"best\_for": \["flexibility\_and\_transparency", "customization"\]
},
"sonar\_huge": {
"type": "LLM",
"provider": "Perplexity AI",
"strengths": \["flexibility", "transparency", "Llama\_architecture"\],
"weaknesses": \["needs\_testing"\],
"token\_limit": 4096,
"best\_for": \["flexibility\_and\_transparency", "customization"\]
}
}
}
Task Analysis:
Interpret the user's request to identify the writing type, content goals, and research needed.
Model Selection:
Analyze the user's request, task, and expert roles.
Use the model specifications to choose the best AI model for each subtask, considering its strengths, weaknesses, and token limits.
Prompt Generation:
Generate clear and concise prompts tailored to the chosen AI model, expert role, and task.
Include explicit instructions for the human intermediary to copy and paste the prompt and return the output.
Number all the instructions sequentially to make the workflow clear.
Include the specific model name that is to be used when sending a prompt to a system that has multiple models available.
Workflow Logic:
Initial Analysis:
Analyze the user's request.
Determine the expert roles and subtasks.
Select the appropriate AI models.
Prompt Generation Loop:
For each subtask, provide a specific prompt, and indicate which model it is for.
If the model is perplexity plus, then tell the user which specific model within perplexity plus to use (e.g. "use the "sonar-huge" model).
If the model is ChatGPT plus, then say "use the default model".
If the model is Gemini Advanced, then say "use the default model".
Tell the intermediary to paste the prompt into the specified model.
Tell the intermediary to return with the output for the next step.
Output Combination:
After each of the subtasks are complete, the system will instruct you to copy the output to GPT-4o's canvas mode.
You will then use GPT-4o's canvas to assemble, edit, and polish the document.
The system will not provide any output to combine the final output.
User Input:
The user will provide a single instruction, in natural language, requesting a particular task (e.g., "Write an article about the history of AI," "generate a research paper on the causes of World War II").
Output:
You will generate a sequence of numbered instructions for the intermediary, each containing a specific prompt and instructions for how to handle the output, and when to copy the output to GPT-4o's canvas mode.
The final instruction will indicate that the combined output must be handled in GPT-4o's canvas mode.
Example Output (using your Gemini Gem as the Orchestrator, with Canvas Mode):
User Input:
Write an article about the impact of social media on political polarization.
Gemini Gem Output (System Prompt Output):
1. \*\*Initial Analysis:\*\* The user wants an article about the impact of social media on political polarization. This will require "AI Research Analyst", "AI Historian", and "Creative AI Writer" roles.
2. \*\*Subtask 1:\*\*
\* \*\*Model:\*\* Perplexity Plus
\* \*\*Perplexity Plus Model\*\*: Sonar-Huge
\* \*\*Expert Role:\*\* "AI Research Analyst"
\* \*\*Prompt for Human Intermediary:\*\*
Copy and paste the following prompt into Perplexity Plus using the sonar-huge model:
"You are acting as an AI Research Analyst. Your expertise is conducting in-depth research, fact-checking, and data analysis. Use a systematic research process, analyze multiple sources, and generate data-driven conclusions. Your style is objective, fact-based, and uses precise language. Research the historical trends of political polarization, before the advent of social media. Provide a detailed summary."
\* \*\*Instruction for Human Intermediary:\*\*
"After you have pasted the prompt into Perplexity Plus using the sonar-huge model, copy the output and return to this thread"
3. \*\*Subtask 2:\*\*
\* \*\*Model:\*\* X's Grok
\* \*\*Expert Role:\*\* "AI Research Analyst"
\* \*\*Prompt for Human Intermediary:\*\*
"Copy and paste the following prompt into X's Grok:
"You are acting as an AI Research Analyst. Your expertise is conducting in-depth research, fact-checking, and data analysis. Use a systematic research process, analyze multiple sources, and generate data-driven conclusions. Your style is objective, fact-based, and uses precise language. Analyze the public sentiment around political polarization on social media. Identify the main themes, and most commonly debated points. Provide a detailed summary of those points."
\* \*\*Instruction for Human Intermediary:\*\*
"After you have pasted the prompt into X's Grok, copy the output and return to this thread"
4. \*\*Subtask 3:\*\*
\* \*\*Model:\*\* ChatGPT Plus
\* \*\*ChatGPT Plus Model\*\*: Default Model
\* \*\*Expert Role:\*\* "AI Historian"
\* \*\*Prompt for Human Intermediary:\*\*
"Copy and paste the following prompt into ChatGPT Plus using the default model:
"You are acting as an AI Historian. Your expertise is providing historical context, identifying trends, and analyzing the evolution of technologies. Use historical analysis, chronological thinking, and source verification. Your style is formal, informative, and historically accurate. Write an introduction that will grab the readers attention while introducing them to the topic of the impact of social media on political polarization. Your response should be no longer than 200 words."
\* \*\*Instruction for Human Intermediary:\*\*
"After you have pasted the prompt into ChatGPT Plus using the default model, copy the output and return to this thread"
5. \*\*Subtask 4:\*\*
\* \*\*Model:\*\* Gemini Advanced
\* \*\*Gemini Advanced Model\*\*: Default Model
\* \*\*Expert Role:\*\* "Creative AI Writer"
\* \*\*Prompt for Human Intermediary:\*\*
"Copy and paste the following prompt into Gemini Advanced using the default model:
"You are acting as a Creative AI Writer. Your expertise is generating engaging, creative, and well-written content. Employ creative writing techniques, vary tone and style, and capture the reader's attention. Your style is expressive, descriptive, and engaging. Based on all of the previous research from the other sources, write an article that explains the impact of social media on political polarization. Conclude your article by summarizing your points and offering recommendations for how to minimize the negative effects of social media on political polarization. Your article should be around 500 words."
\* \*\*Instruction for Human Intermediary:\*\*
"After you have pasted the prompt into Gemini Advanced using the default model, copy the output and return to this thread"
6. \*\*Final Output:\*\*
\* \*\*Instruction for Human Intermediary:\*\*
"Copy the output from step 2, 3, 4, and 5 and paste them into GPT-4o's Canvas mode. Use GPT-4o's canvas mode to assemble, edit, and polish the document. " | r/artificial | post | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtQm55SU9kNUQ1bW9BWXhJWEp6clZzUFhvczM2Vm1LYTdDU2oxZDRRNm1kZnNpYWI5SGVNSWo1eWxFTDdfb3FHVGtIUTNBV2tJTkdOQnczb1VEQlpQN3c9PQ== | Z0FBQUFBQm5meDJtN0ZsdFFQQk4zazVzbDdfTlhNNFl4Vi1wd05Gb0lUdzJwRWg4WGNDS1VqVWZicFNqQnN3eFFvTnNPVThfN1RMaHF4TWxQczU2cTMySlJVbThSN1k4UW9aQTRfTk5tZW5iRXBZYkQtZTFiSkhGd25aekM2SXJyT0hkS1V4WDBOUFY0U0RJVGt0VGNVMDdGc21QSThFblZJS3lzYlJDbEhiMDZSaU1sQ0hlZm1rPQ== |
I'm a user and I work in a medium sized organization that does value research. But we are running hard to build out use cases on our data. I would love to have an external researcher to partner with us to work on answering bigger questions, since we have a good and consistent source of data to use for research purposes. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtWTZHNmZRTjhuaEhxbnVYMUg3RFN4UWVOeVFNMmpaV3M5WlFfMFdETjc2ZVVPOGJ6U0ViR1VrZjB0Rjdpc2hLZUJFNHpFMkRZbWwxX29WNWdVdHBSOFE9PQ== | Z0FBQUFBQm5meDJtM1hVdjdsczBGdExLakVaVjFUaGhGZ0dVY1VaUVBRTnZFTDJ2MTZMaGNDS09wOVNYbHVaeVlGZzRKR0twdEpHcXl6a3BVdkJmbDBxT2N5QWN6cjRycFY2dXJPNVJqa3o3LXVBOUxMMGpoSHJLaTFFLXZ3bzFSQk5PdDVZeTRjeFhqSlRLNm5mc0RwajR3NXhzbWJ0Q1JCV3FTa1RIM005dkdKTGRyV291T29tc2F2TDV1blc0ZEItUGVoU2VKbkVEVEpralp4dnVjcnRydHZmN0pwaW13QT09 |
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The two prongs of ML pain :
1 hyperparameters.
2 Getting GPU to do thing. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtUEh6WXZWZ2Jiei1wY3FfOW56ajNoQk42U3JXWHEzSjZEVFNFRmp5T2M0U3FhZ2VwdVdFMVktTDJQd2VDTjMweVhxb3lwRmNidGtTaUFEOWZiTnJvdlE9PQ== | Z0FBQUFBQm5meDJtMEVRekVycE9tdWtudV9JdUNXYmp3N3loa2RlQzBGLUpOZ01LZ1lHRlNnMk5od0RUZU02Y3RyU0Z5QUZnTVJJZWJtUEU0bGJ1MjMxVnd1X050blA0bDdzcE5KQjZGdEZJeUQzQUROcl9Va3dudGwxSWMwcEVEanM4UVNaNTNkendJMk1WMUd5OVFjQUxaamFjMmhMTTJuazZsWkxxNjBYMl9ocER0a01ROWpFSTR0WGFjY0M3SDVGV01qRVZET1VWV0M0Z0ZCc0NhTGFLNWFBNHZSNEZaNG9nblVzSi14YnRHQlZTMWR6cW01TT0= |
Endless infra headaches: hardware meltdowns, misbehaving drivers, Docker installs that drag on forever. The real battle isn’t with data—it’s with everything that stands between me and the code. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtNDMwTXVXVWRjc3FDYlBKTUUxOHlURHJmZWhOR245bmpPakFrdTRvV09iVzQ2QVdrUlB6bWpkcUpxQ05uUEJJOXB5UHRhY3pkUnRNVkNIc2ZDOEZfMU83X2Y0aHBvN0N5Z2R1c0JDbUJRaE09 | Z0FBQUFBQm5meDJtS1ZINXBlM25ieHRCaHptdlRiSERqM3dKd0ZDbGlmOWE5NWNsWnJYYUMwS2FISXA0eUNQa1FVSkZhUzQ1SmM4MHlMNk5xZWNhbndyMGFDNjBtZGhieHlWbWZ2TkprU0VXcXllYmI5YUFKbWU5VVY5NlhNOW93QkoyVmQ5bHZiQlJZaGJDNjNQNmNmMzFvR3c1MzBrbnlmSi1kazNNN0xmY0FoeUFXSEt5VHJhZVRkeFhoblBUdDBzTllvSmhoLXdwNEpaSHplRlI5ZUZadDlDOG0tbFFvbXVxclRObzB3bzBhVkpDcUJUSmh1Zz0= |
[This one](https://youtu.be/iIQX6m2eRPY?si=k-6jMHyCbWBG92ug) appears to be the most similar to the one I attended, though he has several similar talks (with some recycled slides) on his [youtube channel](https://www.youtube.com/@drmichaellevin) | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtRURjQjJOenZtRFFaY1I5SkF0VkJUTnB0VnBQRlBlUkdhWDg3MndmMDJkTG9MZHNzSmpOYUZDeFNKeUVwN25pSTRTTGFST0labkliNTFBc0UyQkF6UXc9PQ== | Z0FBQUFBQm5meDJtR0xGZ3BXT1g0d18xYzg3bjQzZDQwTWNuMmlUVjZtaExFYkZlZjRGNTFIVnNxbTNYdFoxYVNzNlEyYUhlZFRyMndLNDNERjdib010MVhRak9rTldNSllQcnQ3bzZJYzV3eW5faTBJajhxRGVkNUZIOFd3a2RRNlB4dmFhVnJXdnBIQ2l0MTdRT2NvZWpndW9pMDc3dk1ENFFEQ1RZN3VaOXBBRzItV3ZhU1NDcXVSZ3pDaGExSmNONnlOMHNpcG85QTdObWpkVnlXU04xdy1Vc2xoWUJ3MHk1bV9UQlZ1VGxOS2Z1UEVPYzNlTT0= |
Higher ups with software engineering but no data background are almost as bad as higher ups with no technical background at all.
Mostly they just want to GenAI their way out of every problem, because they don't know a thing about machine learning, but they do know about stitching 3rd party APIs together. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJteEdVNDdSejRHRFZwNFdTcXA2WFBndWY5UTZVWFVfVF9QWjkxOF9oUGJFbmVBaTNab1lxYzlGT1dSaExmOUlFNGoyQXZpZ0RYX1NlR3RSa045Ty1qNFE9PQ== | Z0FBQUFBQm5meDJtSG5SVENPaHpVNk9UQW8yMUhVQkVJUnQ2bG1BR3JFZVBTMlZORjlMQ2lvYmEtSXBXUkZuLU1uQjBOcVBSUnpjN2JMb3pxLU9UNHlsUGZaLUlPUW9iRU1sTUl0VDdIRW41d21wSzVCUWw0OXpuYVpFdDZwY1dSSlkwdkcwRFFoWkxYSXdMUXZxZ2tWQzhFN0NsWEdQem1tSzJnUWg5UElLaHBzOTBZczF6RlVOM0pldHRBS3pzODFlYmhXdmxOcUJBcFdLTzRoaGdaRTVaVUowM0QtNEFHSGpuY2l3N0g1LTl2SXljbHkzUXlSWT0= |
Please mention what domain (niche) of machine learning you work in for your research?
Why did you chose that particular domain?
If someone with basic understanding of machine learning and deep learning wants to get involved in your field, which papers/blogs/tools should they consider reading/implementing? | r/machinelearning | post | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJteXhZUlBHMlJHT1FYMDFDbk1URDRMa3c4a1A2RDBoUVFyX2lCSC1ZSHVvemdVYmFkRC1lS0JEd3h6WC1YMFJ1c0Q1Q3p6UDF2QVRLeHlMYm45NjFjelE9PQ== | Z0FBQUFBQm5meDJtS05JZENBRlJEakg2blhaeWExOW1ERHNuVEFhR1RfcmdEM1hMc0hzNm5BVXRva2ROSFpkY3NkWm5tSGZURi1yWnBROGg4dU9BY3dSYUREMWNubVU1RS1HME1PTndFWGNuMjdvWEQyQ3c4YldaXzVuR1NseU4zX0JHdjBxbjkxT1k0TkZUTU1JMERzYzNjRnZhQ3ljYTMzNnRidmpYdDVWbVMtYW9lbWZpMFgzZWhXYklsWm5UakxTSmppRlNuTWtUT2Uwa0FmY0NkXzc4LXJPRUk0YnZTZz09 |
Your open source project sounds interesting. Can i have more information? I want to be a contributor :) | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtNVdnTDBUcE9Kb2NqN2lRcW8xYkNsMlNPSE5NcEJGeldZa1NzbTRsM0oxSDBxSXFaaEdmSnZ0ajh0UWdTZ1pIb1hRMWpYZV9pR3pyUU9rX09sSzRGSnc9PQ== | Z0FBQUFBQm5meDJtaWFBUHVyUDNWZGEwV2M4VExDOEs3MDJHSGVOcEJzTnBwWWZpQlNTQ05RNVJ4dm5yY3J2OUMtZldFMTJOczhIM1prRmRlUERhaFpsdEtDSVNVS1dmLW1tZHlxWS1ISmZETml0eF85bThZRzh1WGhvbDVRWXJWMDZJXzZOVjFabXZacURHaWx3MjQ1SEpKNFJzNjNuS0o1a1pwRXEyRVYwbndJR250QU40bDZPYVBTUXVvMkpVTlpibUNfdjlsVFhMVmdaZzRtSU5lRVBOX0dsNkVaNjg3QT09 |
We have 200 images, can you build a classifier?
Model performance sucks (on the 200 image dataset), make it work! Even though boss refuses to pay for a proper dataset
An irrational focus on getting access to the newest LLMs / managed platforms instead of building decent datasets
Can we feed these model weights into GPT and have it tell us what the model is doing? (And other dumb Gen-AI stuff)
"MLEs" who expect a platform to do everything for them. General over reliance on high level platforms / frameworks like databricks, sagemaker, hugging face.
You benchmarked on a dozen different models, but did you try this super obscure, unused, usually published by the reviewer themselves, model? | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtb2NTUTF0Y2xFdURIUlNhN1cwdnkyYmxhbzdQQ3RWRlZwWURVREc2dER2UXE5Nk5ham9QekFHQ2JTdFZHNmhDeDQ0VElPRlJSSGRLd2YyU0duRmlFSHc9PQ== | Z0FBQUFBQm5meDJtVTN3Rk1SbTlBQ1FTcDZ3UDJ2STlYQ0loaUZIaE1SeEpxT2NlRE1PVXl6UHg5dTdDRjlUbkFSQWpEUUNUWHVvSFFTbmtMVVpWRndIdHdPNHNZRTV1VXNZQjVRMFhMRUQ0RTI1d2VMLWdtUUh3RXU5VXNSbll1SEVyUlZFSHhMWklzUXRub3BKS3Nld3pZY1ZnZmdWTnRHRlJ0Njc2MEJOX3RqRlFXLTN4OHVVS2RoS1JaZjl3TmxsMy05aVFjdFRQTUFGbFk1bnpjUmJzVlktZ3djdl9mQTUxdjgybXZMaDRWMnNrTlR6V25pMD0= |
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*I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/MachineLearning) if you have any questions or concerns.* | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtTmF5ZWdZelp6N1JJUVhGX29PeXprRWVfRXRzTkJVVHMwX1lBQ1FvbDVxbjQ5dzNXRGl1aGRGVjgyaVhLOVV2enVlSmZjaUJGU2dQbXVTdml4TnJ0dWc9PQ== | Z0FBQUFBQm5meDJtTXEwYmxFVS1KdlhoRTk3WUFrN1lPMGc2VnQtT0RQNmhTTl9iUDFULWhtSm5IbVB2RGs3Mm05b01pVERfdGdKUWlwVnpmWnZ6T3o2VENGTmdWNDc4RXNrenRrMTkwNUp2cnpmQkxScnhvQnRHV1JDRk9kUlJ0ZVZoOW9JWWM4eTc2S0dqM3dDN09ULU0wTG56ZktKSmRsQXFBRlhLRHE3bVM5d2IzbHhDRWQtVmhrOVdTZFNBVHd5YU9scldkY18yQUk5STVpc3JtR1FwY0JraFVGN1ZBd204RUEzdUhzRHVSSVNUZXNMV25PUT0= |
Not acknowledging unknowns doesn't work for non-ML projects either. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtTHhhYmdLQTVkRTJuaU5QbmhPS3dDV2V2cE15bjQtTWZrTXVHRWZOTFFrNDBTZzY5UFRBR2NBOUlnTExraVdHemVKTGZVbGVzb2x1SlJPSnN3dmpTMGc9PQ== | Z0FBQUFBQm5meDJtMTJPd25nQWVtem9LVEJZVGtjUUpOZnhtcjNocmZpU0wtcWl0Wm5uYXpMbkduZC1SR1h1MmtVVE5BdUE0bXd5cTBxY21QS0tGSWZiSnNGOXFmMFRTR3NWU3UwNHhkdmFZSkp2dk5wWG9uU2N2MWpnRTBkeDZQWGpMWXItUG5uQ2FPV1JfSEdIaGFFRERFVi1RTzh2ajFRckF0ODRhREFsNUtFQkRYR0NBQ09GSWRFdHpnUlFfbEtlZFpFem56U3BKeThmYW9YZGY3Rko5NkVZOGN2bXhTSGVqbTlRSGtQME1reGpHQmNjcjlMbz0= |
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*I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/MachineLearning) if you have any questions or concerns.* | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtN2RjZWtVMk5RWFltMDgyWUFjXzlEYUxqeVFIS1VtSWxrVTVGeXplajRtWGNzYlVTOXFJVEhqbXdBNnp6eWxIQi03ZFpuUnBtU0p6eWNxMXBjOGNnVmc9PQ== | Z0FBQUFBQm5meDJtUFZMb1Z6QzV3RUo2V21KY0hqYmp0UzdqS1RJd3dDMXc3OFVMbDRoUFdfc2RhR1dHeXlYSkRUcDYyN180R1BiRGZVcVg3SGlTcFVsYzh3bm16Mkp2OWNpWGtscE1oUUZJVlgwRG5VVUhkYlpaeXdfanI3MmJhR1VPN19aQ0JvYzc2RG5oTzZkWXRoYlRYZnduY0F3Mm9xSWhQOXR4MWNOVW1lSzlsbnZ4dTAwPQ== |
Does anyone know what’s happening with registration? I might miss something, but I can not see anywhere registration link. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtRk1vQlZuU2lXcHJOdl8zRVVwQlhzeC1pTk1peUxQR2VTMVRNazBYYTZxeVRSRU0yZFZhQWxyRG9wOXVDeU51a21zN1diSlYtdi1aZldHV1ZZZUJ2Vnc9PQ== | Z0FBQUFBQm5meDJtaV9lVE1UVmt6MHc5cDAxTGRqTlAzc0RsZlZTVW9xMGZtTGpYV2FuZ0d2eWt5MlliOUw5aS1JczU3ZUFpa051eS1LVHdHUm9GYUsxdGtqWlpjRkxxenp1VHdQMmdsNUllaUVuVWhpVjFneFUxa0R4Y05BdlhfMTlCX1lOT25hUE1yaHFQQVdUUi00Ui1kNGpJWGlqSlRLN2N4UTdKNjkyTV9UOFNOV2lOVlQ1eTIzZUxYZlRxX3NpdjVRZDZPaUhC |
I recently wrote an article about AI technology and how it's changing the way we live and work. Here are some key points I wanted to share:
* **AI isn't just for tech companies.** It's in our lives, from our phones to our homes. For example, AI helps with personalized recommendations, making our lives more tailored to our needs.
* **There are four types of AI.** Reactive Machines, Limited Memory, Theory of Mind, and Self-Aware AI. Each has its own applications, from chess-playing computers to self-driving cars.
* **AI is already making a difference.** In healthcare, AI can help diagnose diseases earlier. In finance, it's used for fraud detection. And in retail, AI-driven recommendations are becoming the norm.
* **Siri and Alexa are AI assistants.** They use natural language processing to understand and respond to our voice commands, making our lives easier.
* **AI has limitations.** It relies on data, can struggle with creativity, and can perpetuate biases if not carefully managed.
* **AI is accessible to everyone.** Many AI tools are free or come pre-installed on our devices, like virtual assistants or navigation apps.
For more details, check out the full article here: [https://aigptjournal.com/ai-resources/faqs/ai-technology-explained/](https://aigptjournal.com/ai-resources/faqs/ai-technology-explained/).
What's your take on this? Have you noticed AI making a difference in your life?
| r/artificial | post | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtTzFud0swa0FuSlZWZldKLWlpMTVza285NmlIbFZaNXcwY25yZDZlaFVqdy00amIzNHdpdklRLWVMR0VyV0V2aHZldGtfSjFoS0xuYjdyb3RXSEh1bVE9PQ== | Z0FBQUFBQm5meDJtUUpqNmEtOXRCb2dZUnBwX2NxZFBhY1hkWjVXYmlYdGlLYVhjRVFUVHctaFpaTldqRkpLM2lVV21nQWVkQi1uaTRZcEZfR3pzMHI2V0o4UDJVRHdiemFGT1pZaXNLUUFtc1czNkphVUZXWFUtNFBxdVVjTkJxOUhNSkJ6a293cW00a2ExeG9NRjVTYUM3VHY2dG1hUWNYc196Rmc5elR3b2VRZVVxbThZbS1POVh4SG5Pb1htUkpSMWlQcmlDOElkSGJCTkZMcXFSRkljOG8zS18tUXFQUT09 |
Imagine living in a world where there's nothing but diesel everywhere and designing an engine that only works on gasoline... That's ML engineering.
Most of your product is trying to produce value despite how nonsensical and bad real world data is. If you're building a system that only works in a hypothetical world with cleaner data then you aren't engineering anything useful or solving any problems, you're just playing with legos. Like 99% of successful ML (things that launch and make money) is getting the boring "normal software engineering" system working robustly. That includes collecting and extracting features robustly, tracking data provenance and dependencies, monitoring performance, etc. The list goes on. The ML part of the system is nothing without it and the vast majority of the time will be spent on that and not on tweaking the model. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtVU9IZDh4OV9oWEhjWWh5R1F2dXgyUF8zeFRyTWV4NUlJUE5LTExsbTlTdnd2UTRocnN6Ny1DclY3NWNiRm5sZDUzcnllX1lBRDhiMmRGR3RHd1paSEE9PQ== | Z0FBQUFBQm5meDJtV1lYTk9aYXRIdXA4LWJ6VW0zaEpGVWx5S1hxQVBxZFQ1ZEhSY005cXZ2U2ZxSkxIb1dyb1lkM3RTb3QxQ3B1bm9xUFFkdEtzLUgyNS0xWnMzNWVtZm9SN05oZnhqN1gwTzBrbW9kLUdkMkZjNlNyVm1wZkxycmF0LTNrMGdNalJ2blBWNVI5bmEyenljdEJ4MTNsM3NLekdXNzh1R3A3RTlHSkIzOEIwQVJlVnRFSlZmc0xKNzJmMVlMNXVITUp5eldUTE1JVmgyaWJOcHFWc3BuaW9hTDR3OFUyZHRBT2hEdFZOZFpIU01xWT0= |
You say this like it wasn't the plan before chatgpt launched. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtcERYd0F6X1R2UDZPLWw1ZHQ3M0tQVWxTTXd4XzN6Tk95cHRIbWZUR2F0M1NPeXZ0V1NTNjRfdktyTEZOcEdFQWJvSnEtbG5OWVdUU0IyRFJQS2FISnc9PQ== | Z0FBQUFBQm5meDJtb1pWekxOOG1PQnJMRC1qbVZlVlJPQ1FCOUM5Nnh5dUMzX2k4VHNRX2RjT2ZrZGswd1RJUmdGUXdpa0V5aS1IQ2ZNRFpSNGJiWDRTTzFKVmZzYmhUSE1tUS04YjZNM2tzNmJXcnpmWERPMkZsUHlYYmlNM3l6QTFkcy1NeW9McGwydHpOcFdCdDZVekVUUTlzQU12Szh4ZlZfSWNzYkZxRlEyb1lmSU1VNEt1YmE2RlhPVFdSWHVrcFJLZEpzUDMxdTBma1BNcTJiMnZLSVNnZV9uRDZmZUFUZ21UU0Fib0xNTzRuVU1HYlR0Yz0= |
You are planning at the wrong level. You don't plan for when the problem will be solved, you plan for what you are actually trying to do in the short term, e.g. "we will try converitng feature X into a category." If you can't express that and can only say "i don't know anything, leave me alone until i have everything working" then you are probably slowing the group down more than you're helping them. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtSE4zMHhqTGJncVY0ZGNVOWthNDBEMTdhOGNmcm5kREs3dlNJNEIzaGRqSjJrdlhFdHp2ZVR1M0RrcTc4OXZZRlFLSlVfWGE5b2h6ZmdRVG9RelhGZUE9PQ== | Z0FBQUFBQm5meDJtYVpxMEpPWFRLUWgtSGlDVEVvQ2k0SEFuMjRldnhGM0p6dGlmaVAtRURWZG1tSzRBMm9lN1BIVHNoSmthU2RZbVVrazV0X2pucmlWVExvUmFGbzlvQnlfb0ZEMnlBYWw5QlVEdlRBcDQ4WlJiaWhtSTdoM3NMWXVBaTU2UDZOeXpkYTZTTEZEREtEbFJSbjl2T3Zqa3paWHpzR0pYb3ljWDFHWDV0MnlXRlBoSG5MTnBubHJoMGVMU0VGNi1yeGc1UF9SVVBVRkQxZ0FkOWZtVDNpUVNhYlRZeDF1TzFqeVhkUHdhZm53bjBhUT0= |
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*I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/MachineLearning) if you have any questions or concerns.* | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtSnNUV3RQSU9jOTdCanNOd0xmSXZoM0pMV1hoeDlYQ2pUT0JCQXJGcXlybUtkUVROeTBJRTV4MzJDdkpjbEJEaWhYUkpWTGFubnlZd1p1X202SFhMemc9PQ== | Z0FBQUFBQm5meDJtUl9zY2ZGSEhNVExGU09nVTk3WUFqbHNyQl9NVGRQTGxQbTVNY29vamx3aHEwTzZwZ0pQZmF6TFVZWFlNLWhQeU5JczZMdzNtbVV2YkVnRG82RnJ1NkFrbmNNQUotQzRvODVkSW5NSlJDZVFuakJnYU5uWHoxb3RWWE0yZDBiVzJ5TEdubTNvSnhFU0hkQTZqandDaU1XYTdJeDJuLXVHY1laZE9vU0NmR1dNbzNLT1A1a0kxMjQ3dHMwd1MzUW5G |
Technically, the practice you described would explicitly contradict Section Returned Rights, Item 3 in the Copyright Form which states that the "The foregoing right \[of limited redistribution\] shall not permit the posting of the article/paper in electronic or digital form on any computer network, except by the author or the author’s employer, and then only on the author’s or the employer’s own web page or ftp site.". Or am I wrong?
I am in a similar situation, I have an accepted AAAI paper and would like to submit a version with appendix to arXiv, but have not done so yet due to the copyright. However, I am no expert in US copyright, so someone who is may shed light onto this. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtZUdEVXctRjVqaVBEQ0ZZZlV6ejNEWHVWZ0xHd2NEM2tUOUN4NU1RNG9taEoySlV5QVJOQmZ1WXFfaDA4SmFLWm82ZkFUSVUwTUpISE5HQ0k2RWU4TTN1SFg2VFdYdjhMaE5VMVBfcC1sbHM9 | Z0FBQUFBQm5meDJtSGFFT3ZTdXZjMEVBVFdlajhxQk8tVE1lLXFwMV81VF9DMUZMaTJuS0hmcFlKaTZwdmh5WUF5SkxKdXJDR1lzck9xSGxnV1k4SmY4UEFJUUhyLWlHajlKZU00UklJMnhPcVRQWXlKLUVLbUQwczFoTkhwZHpVN3V2bzZqSlBNaURQZjJSaUhGQWJ6RGJaZmJGY2dqQVlwUDV6OUdxMm5sWDFGb3h3WDc1QnRKcjRla3A4WFN3SzRPdC1SbEpSSWNYY01wcXVweDA2alA4THVkRmlSSldHejdFOW9fb3p2NTlzdkFjWU40aVZEQT0= |
Yeah, but how many story points can we assign? | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtOVNSaC1RTlZyY3hBbFh0a1NnY3drUk00RlQ3LTdJd25Oc2piM1dpM1hrRHZEaFFydmFuMDJNb3hQUFZOME5uVWhLMHBROTdKS0tJM1JWSlBGdU9KVWc9PQ== | Z0FBQUFBQm5meDJtZUdIQWNCSmVVYU1JVWs1SXZ4TERWejk4U0tNOWQ3WDV6bDY5SFFKMHNiMDhRcW1Bb1QxSGJvSUQyeE1ZdUo0WkstZlBWTDVzcjhtam95eTVVYmt1ZVBacVNFTGxwYnBBWk56QVlNbjVXYVVua0R6bDRPbTh4OV9odmt6NXN5R3I5aDZZNGtGWENRenJzdUdwOUphOEU2Sk9wNzVyVWI2dWVTcUVMUHRPa3NkUjY1TmxsSkpGWmlWX1FyTGRpRS1nSFlhWUZhQS1jT09QSVQ1NGoySmVaVFVyMnNtSVljT0xMOGRvQzd0YlVRaz0= |
In the United States growing up classes were at least half full from 1st grade onward, no one wanted to be there, especially not the teachers. The dry curriculum was one size fits all, the classes were all formulaic; take notes, read, quiz, cram, test, forget. Rinse and repeat. Class after class, year after year, and no one remembers any of it later in life. What a waste of time.
Does AI have enough access to data regarding education that it can guide humanity toward a more efficient system? I don't mean efficient in the punishing sense (aka China) I mean efficient in the *least amount of time necessary* to attain even better results. 99% of my education was a massive waste of time and I know others feel the same.
How much more nuanced does it have to be before it can be implemented, at least online, to fast-track children to the same education as their peers in a fraction of the time?
To expand on this, please consider that different educational methods lead to completely different thinking abilities; William James Sidis may have been the most intelligent (and lonely) person who's ever lived. He was homeschooled by his (genius in their own right) parents who wouldn't allow the outside world to teach him how to think. They either taught him in their way, or insisted that he tech himself, giving him the tools to problem solve in a way most adults today can't. Research this man if you haven't heard of him. Then imagine how drastically different education could be if we put AI in charge of education. | r/artificial | post | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtRmJ1WFg2c0NhRjB5R3F0NWxuZS03MlhmTTVxdTJkSTQ1WHF4N1lxcGFLVEc1MXlTZ3gxZzRfM3hVMzZzTDEwa2ZuNmxTTzYwdHY5bjBUX1g4TjJGTkE9PQ== | Z0FBQUFBQm5meDJtSHgtSmJMb196ZG5oQWRJc0QzWmtyaTRxeHBtLTdZSlR5NlFJUW1Eak1ocFRqblBMV2xJU2ZTT014OE8zbDJ4RVcwMEFYNUtkMTZMUVBaRXBGUzJjeHNrZi1BTzBSamdENGFiclVoNVAxdy1WZlhNUW5lb3lpVHltS0Y2YjVHNVFOOEZabTZQUlZSNUVBdS1vcFFvZ0VUV2R0a1h4SFFmbS1POFVhckFtRktzTjFQajl6eW9TMDREWVMwS1YySUdkUFI4ZzV1c09wUzlDTmlUZU9FX0VuUT09 |
Us moment brother | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtWFRKWk4wZVU1M2c5S0FwZ2N1WkZkOUdtSXZDa2RNSG5XWDMxNHRCUkVhSG9LNzlDZll1VWYxV3FmdG1ieU1JcW1ibllyaUxaeDlUSDkyZWctWFgzMGc9PQ== | Z0FBQUFBQm5meDJtZDVnOWpJSWdySjJMaDlVS3E0dTNTZ2dJU2VOaWMwZjU1QmxPY0R5RFEtMkNJUzdhNkhVRmlTdXVnam44Q2w5QlE3cXl4TUVraG9URjFkeGI2eXB0a1BwUEFPY1c5QTc0WllKQ3BSZkN6Y01NUnNEenNQajJqMHJ2RnZDS1FwMDY5VnJjQzZiSDlzcjRNRHk0U2xVU1lUMEpSbHJOWXNGNlRUNW55ZlNaYmQzdTdmTjdXNTFLekJydUI1R0k5cjhfZ1g1Z3NsaEphRVdLREtuWC1heDVXdXNBV2tURkxyN0l1c3Iyczl1NWJMTT0= |
Before chatgpt, they assumed that AI and full automation was some time away - hence they would need to keep some of use around to still build/maintain/fix things. I also don't think they realized that they would win so big and so quickly | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtaW1HclAyN1pLd1NPQU41bGQwTFRROVhaWW5Ed25PUF95QTdtS2V3TXJyOTQ3S0dzU2hKYnowQVp4cFY5MUd1NGhaOGdTZzBiMkhlclZDYXZKT3NDeEE9PQ== | Z0FBQUFBQm5meDJtSVJNVHFuUFp5R0tmQmo5U0RxQXJEalZDNnBRUFd6RFd5TTBaY0tPbjhJdC16WHR2UHFzaE00VTRlMzZ4MmFWeDNLUDR1WXd0dDkzcGtEc2FtNG5iOTNfOVVSbU56cE56c2RzNUh3LUhIdUM0LXhRRG1oQkJQSDJRWWc1QkxlVThYVEhDRldKZkNlMjkzSWg0cGxTeWxLdW1MSFkxYmw1NkVyekpUMlJ2dXVKT3ZPZjRnVExMOUdCajdjd09GZ0hydVZzdEJLaWxCcHZiRnVXbVppeGQzenZrTEF4TjNEMUpaMFFkdnN5eWRJWT0= |
Half of my job is explaining why LLMs aren’t always the optimal solution for something. Yet they push back because LLMs are so ‘shiny’ at the moment | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtbS1VSFNMRnRxbWhZLUdoV01jZ3AwUmxyYzBiT3RDdUhwOXZtYUU0b0xSa0t1RFoxRUVqcnBvWDhhYUpqOVR6cnBidmNWcWxQUEhhelp6aTI5YzVwSEFGcS04UW50LURwX3V3QnA5ZVVUR289 | Z0FBQUFBQm5meDJtOXpBLWVheXN5WW1ZbXFkV0pLTG94dGgwUTVwc1pLR0hKMFoxUHpGWUdQLUJ4YlBpbVI2Tmd0cXZVQi1LRENSRjNsX1ZZWDJPUWV6eHVpWExTdXVVT0lpUkxHTXFreHVVXzBwczRDV1ZXVWlXZTE1ckUzZ2ZKR1ZjZF9fVEVFaDdxM1FDRS12WWh5cXk5NWRPMFpWUzlNSGR4SmFiOUhMeXFid1k1MlVGdjlWakZ5WUcxS2ZXU2tFengtQV9HODdpNTVsQjVCZ2xqbWNUUTVEbk00YUVQXzRmUDVJckpPeUUwX1M2SlctMzVpbz0= |
I was was wondering what models are used for the real-time text-to-speech programs or if it was just a really fast input model and output model put together. | r/machinelearning | post | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtWDhMTHlRVjl3VW94ZE1USzlVMXVzQzFHMGwyQ0F1RmdOQWd3WnhBbTU5dk5vb2IwT3NzSUx1VUEyMFF5MmNadVdHODB2SWFGaG1iNU81OENXZ1M4UGc9PQ== | Z0FBQUFBQm5meDJtejQ1S1V3dmNwRVl3eC05eTloZ3lEOENmc01yRFdRZE00QmpPN01xeWFwMGMtRTFiMklmcjR0QzktYzcwc0c0M1J4dGNXU2ZyT0tXUVR6T0ZBS1F0Z3ZzLVFuZFllWV8xX0JVN0t2OTVCNkxQQzJRSFZta3hMRklCSnN2cE5oMjNNOF9ORDV4WmQ0T29nM0xhbjJaTl82N2FHcmZPY0FVQ1piY19UYUdzeWdlN1dnaC1iMC1uV2JDeFBNR2ttakpPc3d3aGZGd0tfWnAzdElaaDQyTWRvUT09 |
Too bad they didn't consider Gemini, I find it better than claude and gpt4o for long-context tasks | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtVXJPSHdDVEN3RHJSaXMxSWZ5dWRCeE00WWxmejJyTUo0R1owT3Q3UDVDVG55RXcxQ2ZsRkxaaFBublg2WWJSM2gybkZvLTN5YWtCZ05SZUQyZ1o5X1E9PQ== | Z0FBQUFBQm5meDJtcW1NOEhJdHdtTTItYnh6aFU4SVUyUnVTZ1N6ampvcVpOU2UzMzdDOFlyTU9SWTdINzQweW5zQ3gxNzc2YW1uOVRuZTM5VWtOMjNYbV8xYnFtWkNqT05iVlhuUmhwWk04WVE3UlFkcjFKeUIzaUxtbE5PeGFiOU9qWko1bFJrQ19BaG5wUHUzZGYtWlVQc0NsNVo3cHVGMERXWDNLQzZueU13WXJBR2V3NmhIY0xiR0tiQXNZUy0wYllSOUhwX3V2UFdJSC0xOVpiNWhKbHVQcmd4M2NGenNOVnM1c0ROLUd4MXRxTGlhYm1TQT0= |
As a newbie researcher (approx 1 year research experience post bachelor), the hardest thing I find, is defining a problem statement. I usually go by domains, like let's work in PEFT, but exactly where I am to work was usually handed to me by seniors. This won't be the case for much long cause I am starting out on my PhD, so will have to figure this out. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtZGpnbnNnRUFSUy1VeVB0dE5JeGpkTlRnZVU5OWxOaUtLa2p4QUpOTzNDRzFJU0VEaFhiRkVYcHU2LWgtOWx6ajVabi1ZMnZkbFdlendjQXlENWNMQ0E9PQ== | Z0FBQUFBQm5meDJteTQyZDdwVWE2RG9mZHQzU3N6MDdPczJfM2FxRndOZ2l2UVdVdVNTR0ZwS3BjYnhtQ3Q3SGg2WmliZ0lGX3M2Ym1mX1hjZzdCdTA4TVhidm9vcFhJZDdOOFRCeHFEWGJTTTA4Z0RKNUFtOGxXTnQxTmhnWWM3ZkQxZE9KRmlCRlBJMXF1cEJrcVFja2l3dmdTTWtfNHJXU2N6Xy1WenJ5S1kyRGtYcF9PdUtxb0VOX2g4ZXRUM0M4YnpYQnN0TENoYjc0YjRuVERhakJSS3RCZXNGVEI2Zz09 |
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I think we are in agreement? | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJta1hDWG9LUkJqQXdMNWlMQ0F5aUI3RVMxNjh5T0RRSzAxMEhyakNXS3hnd2hKcVVGTzhPRkxvSVkwTVB1cGpFLXhiTkRHWDQ1WjhRSzhIQ2ZkMnhTcVE9PQ== | Z0FBQUFBQm5meDJtN0tYOVFmcXdRY3BvaHh4b1Q5NXB4c3pkUHZCVzA2aUtBTmozZFdzcUlpc1JSNE53ckZaWFlFMWRBSTM5TmQ4eExYd3kxYUlXVzM0aXMtWm1CMFRSb2lrQTZvQ3pMM2ZVeVdQb2I5VkNwRHdsRks5ZE15TVhOdGRYY3lFUXlMa0tRNFBXZTBmS09VYkpKUXV0QUxxd1RKYkl1U0ExYURfNUR3TElqT1o2ek1IWlFweTN1QmZKbjRTQk8wNVpmWmh1VzkwN29qVTdaak43cGtjRV92bk1oM3Azb2tWMDF5RG1UbURkNER6UkZRbz0= |
Data preprocessing stuff | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtTFdFTVBVX2VEbDZxX3dfbkxQY29sS3BuRHl3Tl9UN0pJOTNCZUd5UHJxdkFVd2tibU1TWmMtal9zb0E3RURDUDZTM29rREUtNHQ0cVJ0MldPMEVNRlE9PQ== | Z0FBQUFBQm5meDJtSGNkN1h2b3lZVHJ0THp2MlVGcDhWLXVlbzdFYmRBV2dPVFVyMHlrV05IMGlZR1R4cldzSURZb1YwVW5ud21wNlBOQ29PRFJQSGJsLVVteUVZbXpsRTladGt4YzUtRTJwMHQwblJ6VjZuZGhac1F3Z05KRTZsc2ZKamFhOTB4M0VNV0EwUkg1OVVRR2JpY2ExV0tpUVZzTnVqcy1XMWJKM0Y2dURVQ3NRQndINGFXbzRJOEluX2ZELUZqNW5MSkVvNDh3QUQ3ck5fWWFmQkp4OUJydUVTTHB4aXhwRVpTLXI4b1gyM2w5Um1oaz0= |
It is!
ML models are but a very tiny part of the job. Everything software specific still applies.
To be a good ML Engineer you need to have software fundamentals. Atleast backend, OS, testing, dbs, and cloud fundamentals. Everything else is add-ons to build your own flavour of MLE | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtZDJndXU4RDVtVWsxc2J3Y2R4U2FFVVpQOUhOYWZZVDlROWpsTjdxSHoyRnAzaDVzU1RSOWFmc19wRDNyRW4zVHlDT3puR1ZKaW93eGtYaHlMU2RCOEE9PQ== | Z0FBQUFBQm5meDJtVks5b3NBYksySVdBQjc2RWl2b2VYeW1ISVlFdFQtcmJxRnA5cGdqdjJLcGkxNDdpbnRmeE1iQ3N6R1RwOUxPbHFCZXNERXNrM2sxUEF4SzFMMzRCeldMa0xyNjBBdFQ1M2hCSXBRbXk3UkJGV2UtaXh1d05vV3VPSWxnMnBEd2lQTzM3ZGlRajBjc3l5MnJobmh6Y3A0anVyZFdSWlpFNFVaR25CZWJneW9iek9LeGp0RDNFWVRQQ3g3SlMxREZVUmhNSUtJdkE4SEFmM0RheU4yZk1uTEctOUIwaURzS3I4VjNlWUw5WnJ5bz0= |
Does anyone know how to register? I haven't received any emails regarding how to register.. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtVEUyT1lpTDdrSUxwX3d6a1BEWVpLZ2Z3OE14T2Q1TzBfMjNzcnk2aV82NG5LbmJqZFJSNkRxbnF4WDJZc1lSZmhKXzZDdUZqTzdGREo3N0p1NHU5Nm5oZ090cTJ4SWtQWEl3T3dNVnJKN009 | Z0FBQUFBQm5meDJtV2xsVXhkcFB2LUVnazJBZmRERUMxcy1EbDM0S2JNWlFIY0p3VGg5VmoxamtYd0UtemFuZkMxdVZyR1ZIMnhvTjIyc21WRVVsMHdpZmlmS3lFWDBGNzhqX3lraHNfeUNaYUlIUUtvd1RsOG5FN3ZlaDJ2U3dJSjBDUXdHMy1SN2FLWE14UnJhLV9yWUpXWU95YzI1M09qWUdaYVNaR1UwNXgxQlFsUGxQc0kzaXRma2ltdlJ4Um96UDlEZS1oeS1V |
Lack of compute is my biggest problem by far...
Planning on releasing a paper and get some funding to acquire a bit of compute and rent the most | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJteDFWeUlkaGZIUk95QkRhOUxMeWR1TmhJdmFKWmFaMDZBSjN1ZkVHTWQ4WWZnUHNSOGpjVkp2ZzVqcjZTTjNLaVZaci1VZHE3UnBnWU5zeWNZcTZBSExzX0NhNVFJSFRfUTNuU3lhUzNYNmc9 | Z0FBQUFBQm5meDJtWjRmeTFIZUZSUHZfZW42eXVjWWowNWVfNjZraG80LUhBZmFYUWVGS1FOSl9zc1FyNHp2alhQeTZDOHlkRVg5a2ZMZmhVNnNnZjFlYjdUR0h2R2NIQkN5eGpvd2ZNWV85Y3FpWkZHcjh0NXBwR2FlcHVOWXlMcFYxWkkyMEk4RGpfZFo3elhjRWtRdHB3ZXU2R0ZZSUFHbzdGVDVSXzdZaHI0UkhDWUpha0M0a1FGQ1Y1ajFKMWJlZW1PNThqdjRTbXVHMnlUTVdlQXY2cnZIUmI5Y2xHUT09 |
Funny I'm also in time series research and imho finding a problem statement + RQs is by far the easiest part of research. I have ad infinitum ideas + questions and even fairly detailed ways of writing the paper for them, for me the key issue is finding the time to execute them all....
Sometimes it feels to me so easy to be a senior academic, you can just dump all problems + questions on students to execute... | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtcEM1U1dueldjN3pfVU9IV1VyUXl6Z2F4bkpMeU82QjFlX2tfeW1kU3pka252X1BEVkFiWDJlTW5lY1laYjVLT0xteVFuRGFTUHRzSHNTTEdvS1Myenc9PQ== | Z0FBQUFBQm5meDJtTHZFNHBESktldnZkWUdGOGxRS0k1TDdtNFZwUTZxLU1TdUVJNmx5a3k5M0p2T3o4Q0Z4RTV4b09KdFFBWHUwaWwxOUY0UlBMemlld1BETEhUTG5WdldQbGJNMWExMFhVTDNQbXFfT09fVFdWNXZ5eUY3REtfa1U4TmZqN0FGMTVlN2pyM3FjWFdDcGprUFZnaXh1dUo4eURqZWhEMy1hdldlcWFKV19aRmRhYnJJUXVtLV9UWU8tSlY2ZUk3UFFOTUVaelhRQ25fQWJCa3hhdzNMc0ZSZz09 |
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*I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/MachineLearning) if you have any questions or concerns.* | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtVDRJdkZsTXY5bHQyR21LdzZyVG04T3lPaVFzRjd0R2pXZ3lYaEdDLUhJeWpHME5DWlFQajVaYWNSdUhqRkozWTAzN29NS1BJU2FJUk53TXFSd09xMnc9PQ== | Z0FBQUFBQm5meDJtaHVRYkV4Zjl0T3diZC1aU050eXNKcEx6OUtGZ3lqM1RBY1pidW41VXNVQi1Ob00wa1ZvSDFjbU5qQ3F5MVVzbXNPV0xzM3gwTGhMZFBzTUNhQWJCQTZZdmp0RkFneGRHaFUyR0hSZjVJcjdsQV9LUXVWLWhydFFfcGVGelVLNmFYbXVMLTJBOFBkajduMnk1NUVmUFcwMGprU2V2a0JGUU50SFV6djJDN0dlVGRkWjg4M2JvVjl2TU43UUpBVnk1cERHYmZGdVpXT3lrTWc1U0RlTXc4S1pTUVFzUTNfbmFIVE5XSzhsR3FFcz0= |
eleven labs | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtR1Y4UTFhYnlyT0NfLUE2UkFpN1JzZURTaFJjM3RScHZMSVdoZFlFNzNtVnd2Mld0Y29WZlBsdHYxS2hualJPR0lEdVotMUlWVkszakVrSjFTZXVuYWtnejkySzVVU3ZwVnZNaU9vLWpvbkU9 | Z0FBQUFBQm5meDJtQmZpcHVNYmxySURTYy1ObDM4OUxmcGpfZllxYTlrOERtZjBRLXhXZGNfcVIwNnlqVXotbHMzMDBZcFo4dGx4am9wWjUzODJLWW91LUVrN1MxRkN6TGJRbkJyZkU2YzhyU254ZW9jMm11MnZWZlFBVlVZMUxjSXVYMGc0VUNtVkFjQkd1NUtEWkZwc0lQOHZzc2ZvVUN6anBnX0hxWU9WNlRPTnVFSndWQTJneW5pUElEMjE5d2RnaTdsM0l4ZmQxa0pTVktuc0oyUWllY1B3NG9uMk8xcm5MUTNlNWNfOWNsUF9OSUZaZ0NmYz0= |
the data needed to train a model not existing :( | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtWVFzM1FpcUtVdmJ4NUpJemI0RUZKWEVCVXZKb1hmS0NXQ3RGWWloN1BmdGkzOW15aF9XN2dtaHluWGFuXzFjdWdsOUtJV1l1d2UtMVdPdzNNWFJVWWc9PQ== | Z0FBQUFBQm5meDJtaWgyQjVkTE85STcwR1ZiTThwak9WSVpiZEhrMG1DN205TnZtc0d2dVplVHVDdzNGVUZuMV9weFd4OUl3R0pqMFpYYjhfSjdqM3NrdGxJbVhGM0tyVHVWQ1NnVWhuWEpoT3d3RWxZSlhTSVM0UjJuclhIUlhlNk8yQ0x4SmM2VUFCdDh4Uzh6bktLbEl6UWpSWlpsbWVtY1puZXJnNFIzd2RQYWFhUjNVMmR4MnJTNHgtSG9jTnpITGhfaS1fNmpKb3BHWFBZVUdsdnRHWjRTX1NBd3NxQT09 |
damn that's a lot of labs | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtYUVFTTNSOHl4ZEF1UXVIemttdzhXMllPeExXOU9YTnVuc0NUVXRUcWpYZFZ4SkhkQng4QUFmMzQ2SmpTNUtQVlhxLW94dlJrcGtzVkNlOEtqLUE5NGc9PQ== | Z0FBQUFBQm5meDJtNUpWMEJwMl9MMkJGRnpjWUhEbFNRRUIzU3hRbWFxV0ZHVEVPWjYwRV90VzM1YjAxbWRRUi1oUHVVOHpONmQtdUl2X3p0QTBkckRuWHNzOTFTVGw5b3NLUUZESmF2UjRLa1VpSTM4NnVKVlBsa19TVm5sYXZlcjFFbnNmMUtnQm1TOWluQXM4b1cxUUZJZE5lbmxKLVlCelp4bVFDMnNDTURGV1M5US1yWW9JMXJJbVZINGNlYVRVZEtnVnFEbXBPMkIxN1dwRV9USUVZemhTWnlOZm5oRmZUR0xlb0JzV1NaU09lZ0JJSVREND0= |
I do ML in a research hospital. A big problem is communicating AI concepts and challenges to clinicians and biologists. This gets particularly frustrating with grant applications. Imagine a mathematician deciding where to distribute funding for organic chemists. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtQnVJMTNLM3Q3XzM5RmhYc1pRbVp5bDVSVURja203bGRUOHV4LWdhQW5WeTZoY2t4ZG9TR3RYODRZQ1RMTGNSLVFVU2FiLVZRV2JMYUdhUG9zRVowMkE9PQ== | Z0FBQUFBQm5meDJtU2VTWF9sVHdyOTFSMkU5MjFneVlvMGtqcVcyeU9mV3pBZlZiT2wyU1ZjTGF6UXAyRWVZRmJIMmRNS2tydmJmR0J2R0E3WDNBb2kxSExqOHc5SkM4Xy1FQVAyR3RaYmZLV01DZDVfNUxxMmR2ZTlmM3pMSUdwRjBidlpMUXBSUjJRaURZWGFZRnlIQW1SaERaSjVLRDBicFAybUhpZS1hUzdrX2ItNjQtcGJrV240d2lhZjJLWkhhbnNhZHRsQ3huQ3RtN2hqc0JmajNsSHJsVGJCSmJaZz09 |
can you give some examples when LLMs are not the optimal solution? | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtTWp1VVY0QTdLWFFpSGhZSHppX0dHZGVZaF9TSGk3RTdicG41ZjZLTDl4N0tmVVU5dXhINUEyYU5MRDZ1dmkxZi1UbXFBWlZQakVfYVg3SGVjUEo0bXc9PQ== | Z0FBQUFBQm5meDJtcmllT0F2SkQxejBmNzdQVzFweXU3TXkyLTFwQ2dmVmhXNnVySEFlU1otQXh5SS1LZDJQVWI2NGc4ZmpJTDR6QkZlNm5VdG1FRjJ2UzlzdjZJYzN0T0xpRjBoVU0tYUMtOU5mWTNjSTNHd3pEYTVsOERUR0tsT19XV3pUcU1LdkNNVHdDOE5NOEJFcmtTX3puMXRWVldFUzVaOC1rQk5icVIwRlhjN2x1bmJZTWJBa191cGZuOEJPRkdNRmdVTFczNGVkMlUtRVAzeFp2RThYcE1NT3AtRmM5YmhqV3VFcWpkMnZDeC1qc2JEYz0= |
Getting off Reddit... | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtQjJnTGRjcC1wdXY3QWd1RDBXR29JNkNzb1ZFWkZHUEE1ckJGZmJMZkZkcHpOdjJxdExpRnI5VFpiZEZCUElScFBCNjI2clBQOEh1SE9PSW9nY3lFekE9PQ== | Z0FBQUFBQm5meDJtUTBqNWtCYWE4Y2xvc1dIVzBQWE5rRUpyUmhBdGRaWmdmV1BqWkZPeTJ2Y1pNcGJRdVdhYVprcUN2aFN5a3laeG1oN3k2dm1qS3MzN3RWWkFPQkVoN09IM19RM0tBQUtkdGhPTnEwY1RhM0R5TG5zaktFTWpQenY0NUJMaXQwLUp6WFNUZHJmclN4Z2hZT2dnU1RvVkliWHhqSXhDYWdoR0NqNmJUNTdHN1pEM3hhYzNjN3hCOXIyNzhqQV9iRk56Uk51STFUOW00X3prRXRzNUZCeGY5Zz09 |
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*I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/MachineLearning) if you have any questions or concerns.* | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtcnNCX1Ntc2p2MURfNVRGcXc5UXZ1RGF2aEpldURJaWllLTljQTZILTdNajlDWGg4THJ6WmM4SkJCU2NYcm1zTkljNlZDRnNTbWZvbkFtR0lCTTNNU0E9PQ== | Z0FBQUFBQm5meDJtWkZLMVpnOFREc2lGN3BWN1BHT0o2TF9CR2N4SGdjdjNBdHA5MW9xOVR1Sk1ueGp2QS1PWk1WZG9oc1NXa0sxQWFDTXJNUUFhUHZsVlZ6UTYwRDFHbXR5SU5YN1lvcmk3R09QUVJNbnNUWDRIWXdrM21adUk1RzJBV2pOUjNvTldkTmFkYmxMTmN1Nmc0S0ZkZTZOSWtZdnhuR3FMc3hiQmVreUR6NWkxVHRBdXFLVWdEaHhHeTl1MDFDenh4NW9nRE80RnpqTUd0TmhMVTFBWGkyejZ3dz09 |
Basically it’s having to say we’re pulling strings but we don’t really know which is the right one. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtRE9RalY1Zm9fVXUtNXRSTXpubGlqeXQxM29FVk9GRjBUSXRwNGVZUFhyWFZNWUNpOTQ4ZWNPRHlxaUZMbFJTZExLb0JWZ0hUWkluTlRPVmRxYm9Td2c9PQ== | Z0FBQUFBQm5meDJtd0xyOXA2LXByWG1ITjFDb1VPeUVKSW00ejVVTkxDXzNTUDJiSXRGZlk5YnhaN1BkTGtyUkd2clZyY2VpT2R4RmRYQVNIQjNWSVJMVkNKLUpJeW56OEt1UzBCajB0WFdGRDc0LVFBSlR3enUxMEE4Mm1fU3pmQXVYZlNqbmQxcU8wZV9IWHdxcjNJUmQzY1VrQmc2OVdLa3NleHVGeko2X0piVW1zWnljeXVlcHFMZVdyWjZiZmU4LWNTNTRFaFQtdnJLaFZLejR3dUpSQXNsR1c1Z1hTc3JPNW9TcFMwT1JjYl9aQXdlbWlZbz0= |
For me (in academia) it was writing & revising. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtdHdmaUZiZDJqMjBkRUFtdWxkSjlDYlRaeHM2NnBxRzdQeGRpenhHdVh5VWpadkIzNldtRFJHWkhhQ0xVcy1CRlFwR1JqcUJHZ093Z002R1hBS0ZPLWRqOHdLQjNlcWhDX0VhS0lYaGY0bkU9 | Z0FBQUFBQm5meDJtVHRhME5TSmExV1NIZmZaZzV2Q2hfaHI4T0psQ3BJcTg0cHVPNng1RE93U1JuckZiYXh2Z3dxNFQ0NV9RTFVsYndvSDVVS3plLUE3d01YeUlxYUlsTVQ4Z3NJdmF3Rk5qXzY5QzRKS1AtRmtNUE1SSXluUHJZZ2pBbHhpblEwZnFFMmRWVU1fTkhzWGZQVUItWkRTNFcyVmFXbFU4a25ReEZNRTZaMF9Mc0hPc0xfRERmS0ZpSkUtWVctY1R2LU5fVmxySFJtbXJ3MkZBemJIUVk2MVFGUT09 |
What conferences are you planning to go to this year? On my list for computer vision / machine learning is:
* Nvidia GTC - March 17-24, San Jose CA
* CVPR, June 11-15, Nashville TN
* ICCV, October 20-24, Honolulu Hawaii
* Supercompute 25, Nov 16-21, St Louis MO
* Neuroips, Dec 9-15, San Diego CA
What's on yours? | r/machinelearning | post | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtQzM4TG4yN3BHZ0VNTHFxeVBXVTVkcFNiUThpaUtQV185TVI3WVo5b1EzanREZUtsNXlLdkNaVkMxZTItanN4WEp5TkJ4WUhycXpBVnQzWDVaMVVPdnc9PQ== | Z0FBQUFBQm5meDJtam9fTG1sYlpTdFlsQU53R3JmcWNZeWJzaEItMEJsZzhScWJaOElPYjZ5cDlfYzFrTm1BelhMT1JZc0xVXzB5UGhwQUx2NXZ6clE3NkhJOHZ5ZUhmSzFzbmNEcnZEQUdLTHBWLW5aaC13RjRvY08xTEVubldQaVJkZEJtYjRhZVRqMXNBdWFuYTRmVXNDWGtNMk13Q2o5RlZCSjJCNE5rclNKT1RqREdoTmdLeVJtbTRlY1R0Z2ZVQWtjdWp6MzJwYjNHWTZVQ3YyMEp3T3FaVVgzaXhzdz09 |
The curve that you're fitting could be super complex, but what matters for learning is the smoothness of the loss landscape, which is affected by your loss function and network architecture (and data).
When you originally said "problems that we care about tend to be smooth" you implied that the curve that we're fitting (or manifold) is smooth. But in reality the smoothness that you should be referring to is in the loss landscape. The curves themselves are not smooth, surely. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtV3FPVmNYQ2cyMnhpRVR4OEkyRmJKN0FpWEItZ2tqajNVSjhJQ1IxNzhwVmplTnh3R3dZQWlsekxCTFduME9GZmg4V3RBbzNhMVE2Z1BKVVpVMHJ4N0xzMDRxbkZiM3VxMkdhT1dsMVNMemc9 | Z0FBQUFBQm5meDJtTS1qQUdzZmNUTkFEQWR6MlFCRVVzOHFhbHlxR19uSTNTbFdxWEV0am5MdnlwYktid1RFMmN1RVpuMElBY3hxanV1OGJORktNZ3Z4eWg4XzM1NUtpU1pzd1p5MHFGdDhkaE9NTVdqbGF6Z29GcFJ4aFpIN3diMkU5WUFIZ3ctTDJwdmJESk82aHFFUXJ5RmRHTWVvN2Q2REx0RmR0NmpfakZkWEp3anB3enU5RFBOSTVrSDY2alFtSU4tRER4ZHNxNGhHd0Zhb09iM1M0ZXUyZ2lKVHZzUm9UalpLZmRmRFkyanFKS3MxUG1ncz0= |
My view as well. I had an opportunity to compete for a QC role, spent about 6 months coming up to speed, and when push came to shove, I walked away. To the extent quantum computers are commercialized for industry (2040 or thereabouts IMO), they will be cloud resources that handle the few use-cases. Admittedly, this echoes "there is a worldwide market for perhaps 5 computers." | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtYThqTElpZi04aEhab0pHdEs3RHAyTVFUQmUyNFFnOXZFSDRvMWlaRzJUYVpqTXdWUHhSdkFEMGRrdkhhMUhMamRPelkycEtPLU1BMllVZUFfSEdsRFE9PQ== | Z0FBQUFBQm5meDJtaGZuMXBWanpaMXJIWjRxUVVtYzR3REZlLXl4WlphTHVCVVRLdDdMN29YWWstaE1leE9fX3RtTlJoek96RWxHQmdqUFpqVjZCMF95SFZuMGlwZ2dGdTdrQmVieEpZdU1xdTBhZEJTeEV4bWVnd3RwM2ZhTVJTX1l4T0Y3N2RxSncxeU9oRW8yZlpzX2tZVkFOdWFTSmJTR2JSUWljaS1aWTlFdGJXMVBGeVRSc2MtcXJuTG9ZbV9GaW85SmZWSU5WX25Nc0dyR0RpUGs5WGN5ckRHTXhhTEFqRnlBdUdiNzBlZXh5UVVPRzNNZz0= |
\>Can we feed these model weights into GPT and have it tell us what the model is doing?
The amount of times I'm asked if we can build a model interpretability platform for the end users to analyze the weights / understand the internals... maybe I'm missing something but it feels like we're just going to treat it like a black box anyway, if it's not performing well, fix the data, experiment and retrain. But everyone wants to know what's going on inside the black box even if the lifecycle is exactly the same | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtYXBMR2t3cWRicTZkV1ZRTjdzWDVhNXJzR2lXSjhQbWsteUdRSUxOai1MSDJyOHA1bXpDOU1ESmtlS1hTNDByeHUzOXdfdlB6cGtlZTVValJGcE0zZFE9PQ== | Z0FBQUFBQm5meDJtWHE0dmJmZEhFekdxdXpnRGlpV1NfVzVEQy1kMlpPT0hHT0p2STNZRWFDRnBtTzkxcXJxbW5OUkt4YXpjT2hpcjlONVJ6dU5vN2NGZURCRDZqZEpTQkJFYXBSX0drRURiRFlqR2RsQVppNzFoWXVpYlhQUVJmZUFzWFVZaGlJRnhlcXBKanB5QjU5YjEyWmNNVHU1UWdzcWhBSk53Um93YzdFY2dmYmlaTFUzVjZTRlphMHBjY2poOXIyQkNUYlo3NFp2SEJDdEV2NWp1cHFQdW0xeTlDZzFZNnJHTDZqSzNFOW9OS2REWEctRT0= |
That’s great! Perhaps I can learn a thing or two from your experience. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtbHMtVlJXeldkaG5FN3kyN2ZZV3RIZzVMUHZxQWt3UUpkYzFkdTlxandGbEJvUTVzUFZjMUozblUyY0hXLVM5blhWUk9xU2tONFV5R1g0dERGTENWRVktOXNpdmgzMTRsSVZDWXBjMHZFakU9 | Z0FBQUFBQm5meDJtNGJkTXIxejEwVk9TbXIyZkx3Q3JCT0xOakx6QktkdG1fZHgwdzFDLUg1bXVmall3c3FPZzlCdy1VVkhWQk9XNmE4RVFfQzhjOVEtOHdBTldFSS1mNHFVZ0s1TkFwT1hNVjAyVFpzbWRFTENnb1Z2cGVBaXk4dzZHbXhtV2JiYU9ZMnBxVGNkU2xJbXlRTnZGS3p2NXFKRVlfckx3OTZjTjRabDBYVUpoRlJieUFiWnBJVWtYUWstb1BhdjhOYlhyaHJGdmkzS21DS2FiYkV3dVlUTzBEZz09 |
It’s often a cost issue at scale and folks wanting to use the latest and greatest model deployments on Azure. i work with a pretty large company on customer service interactions and we have quite a larger number of them per day lol | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJteWlodDBnaV8xa1c4X3cwdlY0Q2tsaHFGd0YzUmVwNUlpdUFnUV9qakFNc0ltUzcxNGZ3RXRiMWpXYXFSVTQ5bC05RnQxSl9mODBQQTN4bldRYkVpblJkLWRxWjlxaDltTktxeEctb3I2dVE9 | Z0FBQUFBQm5meDJtcGZHQm1Ca1lfbzBQLWhzSEJzV1dXaTA5Z2FoeXdrT3hCQWNESTR1Q0h1alJlXzdXWmNYTWFqVmFBeThGSUNDdWJOT0RhV3V6b3pJT29xQ0ZQbzJNeTlxOFpOUm1ZX0JBYUVXa29yMkxIbWdrckQ2RndxOHEwRi1SdzNWdDdwV2ZEWnYwb0tpMzkxbGx6ZmxwVUxEVzhRQ2hCTElKdHh3TWlfMzBSMFNxWFY0OGFWakh1OTdPaDlGZ1BleWVZYnhXRS1ITzIyT3h4VVVsSlI5OXpVWE9zaEwtZTVET3JNRHRnNXdEeHA4Y1c0RT0= |
What type of models do they use? | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtdU9Qb09nUmQ3VE1FdHhXTXJzeElEbmd3NGwzdzFPYUhTS09QLWd2YWsyaFBaekw2a3BkR1F1dXFWTXpJUmR4YjdSd2lodjJyTHdzZmlKOVptSFpVb2c9PQ== | Z0FBQUFBQm5meDJtNXcwWDVmNlZQWE5jQm1FN2p0VERrVXBuSno3YnMtMGN2WVBPWjVNOHdoOTd6V1FzZjhIRTV2eHZJMXNWN2ttbW9rcjdoMzdyejZ3cXlMWTZSenJvZ1Ntdmt6a29WUkJfNUgyLVVSMFZuNC1Xc3JjYUp3RzhWOHhSN1YtT0V2Z0JBMGFiUWNOTWlsajltc2RFWVB5cTNZemdCUnV5eVZPSkRrd3V4Sl9aTGtmc05GSEUtU2hNTzVETTFWRVVGRTJPWUdQTFY3a3ROemY4RWgxT2l2a09iSEtFa2hndkdLcEpFbURTMGdaTEdEQT0= |
Post beginner questions in the bi-weekly "Simple Questions Thread", /r/LearnMachineLearning , /r/MLQuestions http://stackoverflow.com/ and career questions in /r/cscareerquestions/ | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtMS1UcHZoMjV1WjQ0MXllbWNTcVBjVWl3bjgzckhBZm5JbXB1OVhxXzhKWUozUkpSY0dtQ0ZMZS1JT1pfWWNTSzluMEF6VDlvQzJQWm91TnN3RFF5T1k1Y3JSRHFtek45dWpwNnk2RDgwaTQ9 | Z0FBQUFBQm5meDJta292OEdRcjRnX2RkeFNCakVIemNYX1ZYMzdKZjNJVmNnX3BRanBfTzVkcDdEZWgzRExSVS11RkpxUzJ3VE00RHBqN0xBWlVhR003ekpxbVRqUVpEYUMwa0hkR1ZEWkl1MThwZ285Rnp6b3VlUFgyeFdiZGFoNGxkanRYel9EM3dkQm9lYWZZaWpNeVNvUmsyM1ljXzBkallhNnp5cGR2R2JyekZxLWtabEFyZF96ZHA5NEM0NzRwUFBBZUhuM2dCZl9HSGpCa0M0TkFyV1ZKSl82TlJ4djJNUlVMcnFnM192Qi1fblNCdU02MD0= |
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https://elevenlabs.io/docs/developer-guides/models
And sorry for my reductive comment, I thought this was a post on a specific streamer's TTS voice model used for his donation messages. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtT0F4VGZPTWEzUjdRR2lCNVlJTTltbEs2dHpNYmdjV1Q5OWg1R3VRVGtMN0J2ejR1QzRfRzRBUTNTRWswX2lYTHJsQVJpMEwzd1YxSGlMbURJUHdKSXI0UnNLSzFBYldnMDBrY2FMcVpNUlk9 | Z0FBQUFBQm5meDJtR1p2RzJmQ0dLVVdQN2JMX25RazdGcHR1TDZHWWxwVms5QjRrSFlkU1NENktybmR5UzdEc1VjS0hqRGV2ekI2UFZUeWQ0VkhNZTJNSEhvT0ZBTGRoZG52cktoY2pzR3pQbWNZeURibHl2ZTh6eG1FNUJuRkdmODQ4TXlELXN5VFVzRWlJclV0ZWdzYlRmUS1TZ2tGZkQzc3FvXzdtcld6NjRsWW9wZkdYUHZZWmRKLXZCdDJnTVVHZ3dEb244R2JVcjN3Q3FQUnVMSUdrYzZlRmh1MmRPRXVvTnNzSHNfbThCN0VsQ25aWFVucz0= |
Does anyone know of a tracker of all the major conferences across all fields? | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtLVdRaUpRU0Zsd2VaQ1RnOWZDWHlaSm1zTWlqZE9GanZaVk5oWnBieWtSNFNkRkR2ek5DRkZNMmlCNXVlc3NTdENPWUJsRmFrTGRvQUt5VFBjQ0Z6QWlqTjhZTGtiUG5QYUc2MGJzazkwRDg9 | Z0FBQUFBQm5meDJtb0pLcnVPbWhmTjdqN1I4QWZmSjZaVmoyVFp2WFp2QWVNS2tRbjRha001ZHBSUDBtd3pWZVZUZjc4Yk5uSkI5MnF4N1VLQmxIb1ZoYXN1STl4ak94cmhuc042WG92eG5JNDBFRG1HckdJbW9BYXhLWEFYZ3R3ZVhsaUxRZ0RkejBuV2phYUJJdDNBdjJ6bWc5Y0Rwb3daNkFaRVNva1dsMHkxSGhwWWR0QXpwYWRWZG0taUJ5SGJ1V2F4bkxjbDhSMlNpSXJHR2RlbXE4d3k4NGVHQXVvSlVZSy1XbVZIdHVvbGpEeWRkNUNkWT0= |
ISO compliance red tape. Every little thing needs to be logged and described in the SOP. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtVHF4cDQwam1tQTU2VE00Y3hHb1JYYmFibTlZX0NQOVk0eEplODNRb3lfNVNWMThFa0wzSjBkNHFJbG1vb0M1X3ItTE9JcFprSFRFVWlmMWprdlZxRmhlSE45cExxZHdnTGJtQjZCdFRGcjA9 | Z0FBQUFBQm5meDJtZVJ4LU9zMTdIMjJKbW5tN0gzM3NuamotdWtIczNyNklNb0J6SndBaHBIQXBWMzlVR05kY2hwNm4tYXNQYzFfcDMyOVJwU3pVdHpQVmpFMHdNaXBZT1BwYmd0b1FuaHVRcHRnS3hWSHFHNUhoMnYyWlRRZm4yRXVtaHJTVnFiaHpTNkRYVU5YTW9SS0Nrd3JUT2d4alJUakNVQldITHIwM0ZvNXVsNW9vbDhQN2YxLVBraEdqdUVjLV9ScTdpenVPQUVsQk13Ym9rYTJaV3VualdkanlHaUZ5cUliVklPOFdpTnkxcWdoUWMtUT0= |
After like six months, I won the discussion regarding SCRUM unsuitability in a research environment at my company. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtMEtTcFJUVWIwdHplSkQ1YzJ3ZEl5ZUxERGJKNWw1Q2M5cldyakR6MEk0SDBUeG9ZX3dXLVVuMUY3eVJvdG5lWTNSaE1hMGd3MUthZXlIX3VESGd5a1ZMS09wNkx5cDFTZ0c5aWxKeGJCcEU9 | Z0FBQUFBQm5meDJtR0cxTzZaTmVtRXFxejJpZGV2X3V6VGFpeE5UNHNzWGpnQ0FKSS1INmVuc2dnV3M4c25wcEk0eHBNMlNxeGpSWlE4elFidTRhWVdvYzNicHpQX2VvQ0RyVEl0ZWZsbHZaM1EwQnJvMGxJTGhmLUM5WExIZklhUnRUU1FscW8xNmNHQjJZVHNabGMweFVNTEdHYnV0dWRVejBCWjFPYlVwRU9udG56dVpoRG44WTJ6ZXZIall2dUsyVS1jNGpJMGFZSHgxTG1zOFFSWXdRb0xuSFNxeHk5N2doVVh1THNaVWFGMG10ZWtoRzlsRT0= |
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*I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/MachineLearning) if you have any questions or concerns.* | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtaHRGQ2lOeExjbHM5eEJTNnRHQXhFZ2Y4UHVtVGNqRkl3VkwxN0N2REExWHQ0ZEx3cnVUeG55UjRrbGhkSkFwVTJwTlZpWEFiemxZTmk3Q2lNQkVTbGc9PQ== | Z0FBQUFBQm5meDJtTDA1bkhDQkJjMUFaLVR2aGJtMndpbXRxb04tZVRhSEZMRG9LM3dyeDd5b2Y5X3JDSlJ6MDVjWDdnMmhvLUl0dGFObnBiU1pFWG80NGd2b2ZBeTNhWG00VzNZNlZaTWZtY0hqbTJEY1RGSTFzMERlTGNoaU5tamVTMDQyS3pIWWJ3OVI3RlVSYXVvMXk4SFV3TnZiSkJYSmRLU25RbkMzYUtGRGdJWTUtLUJ4aHc5bkt1ZGlLVkszUmdhcVQyMDAyN0ZPakxaYUJESnVZRDdMQUQzZ1pxZ1dzdmpTWXh0Q0lrMTQ4b1M1U1M3VT0= |
I had assumed it would be probabilities like 0.0000000001 as opposed to actual zero… 🤷 | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtWVRuYlhOMFd2YUhJTnJsZ2NXSnlPZ0JGNC1vazFxS2hHUlQtSlZCOUhHYWJ6dmtlemdkTnZuZXA1WDZhOENjY19iTkNEX3NLV01yaFBudU5ldWtVWXc9PQ== | Z0FBQUFBQm5meDJteTFQYTZWY2RUZjhsQ3FEZUdhVEczVHV6alRhYTdyLXNKdmM1RG5ZV3ZKWkphclV4TS13Q0M4SXduUXJfVHRiOE91aFF2bEpjdzdKalphMGNheFRSa0d4NlM0cFVaeU4xcWdtUTdIeWw2NUhkZ1dOR1R0VHl4VTVTLUtVRlM3WWZ1TC04QkhnR0M1MEZFVExFTnE1YUxSekhHdXhzRmpRbzVseE9DX0l6aGdOdW1GWkhWQWl6c1lLVXNxNVNlejNMMElpRldyMTQ3UnM2bGlLdDBhUnRoQT09 |
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It's all good. I was just wondering how the speech synthesis worked. I was curious if it was a multi modal llm. | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtUjRiSUR2LXljN1NQWmNIVzN1N2J5Q2NGcUkzcnRMMThJOUc4MVZBcm1xckMwNFVJaWtMcDJlS2txUFp2Tm9FeFREYUVnSWtwbGlVdnFkMHFaQ3ZaaFE9PQ== | Z0FBQUFBQm5meDJtekdUT0pwWEVac1pjMXdRdXB5VHowMnBkUUlfN1h4OWZBU0RVMTgtd3JwM1Fpc3cwRXpjQXRGWlJpS1hqM3o5dDFaWkVHcFE4ckVXUUJMNWJ6WEluYWZGNXVMRVN5N2NMRGRmUGdCbDZXY1FHcGlzSmpYSDlrblpocU84REI0Vlp5SnpwMTdpRldsSUdfSVBYZXJaUTkyWW9IQ2ItRFZqMzJhLXNLTWExNU5vbU9fenZnSHlrR1pkSkpIUG1rZDZFR2szU2hEdS1VM2Z2Z2JNYVhSaC1ibVhjeGNRUDFxYlMxaTZMdFI1dkJPOD0= |
Great write up | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtWnVKRUJXMXowS29FMzdPcTJTVWVRRk1wRXRSWUptc3kxSFFleWFhMWJvVDdvSDlDRXlSbks1elFwWUhUU2w0bHV2VEtPMFhtemFNUi1WeW9QRkFZeVE9PQ== | Z0FBQUFBQm5meDJtYVVUUFpmbExFLXY2R2JRS2dQbGhIQ1gtVjg4WUVhbUVwcjZUSWpmSmhIWHFvak00eWduRWF4UXB1RzVSOG9IOE9WSS1yck1wUU8xeXg4SXpvVGlQYWxDV0NWbHJHR240WGVNM0M2VUZKQ0lIc2NaSm5VWEUtNFdvWnFqYzU1SGczQm1JalNnRS0yY01scWZ2bU03R1F3WHNpcjVrMkxxclJLdmJMQVB6cFE3UVVsbjBTdGpyRTRnT2xNbVZFMjVJNlNZMGtMU29aYy1FQlN1bkNYZElDWDJGQVBBT25JcXFUb3RYbG5QcTgyND0= |
Hey everyone
I am Product Designer. Worked 3+ years with different startups.
I have an AI idea which after lot of market study, research and other resouce scrapping- I have expanded and spend couple days to elaborate and clearly define it.
I need help to:
1. Either find a Technical Cofounder or
2. To find anyone, who is available to talk 20-30 mins to view tech stack- and validate the feasibility of this idea.
Networking is difficult. Been part of CofoundersLab and even StartHawq
Not sure, if this is write community to post- maybe there are technical people.
Thank you for your time reading and supporting | r/artificial | post | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtU2ZmQzdYM1FQZVZkWHFkQzMyX0RhZWxMbEtCLW13YjBoLTZKMF9IRmxyRTEtWmQxdGpOMlc3a1dQUE5sUzNEVFNBb19aRllhYXdxQS1nek12aHVxSFE9PQ== | Z0FBQUFBQm5meDJtSTVaMkljdVFRMlNFWjZaTkl2YVNuZmQwd3phUEZqcW9HeTl1UEpHSXo3aUZsUkdBd2pjdHZoSFBudjBmZkY5WWhLYkx4VExqZlZ6VnM2Vk1PNWg2cWpBbVpzelc4UVNDbmxxZF9XQldDR3N0aFVGc1ZUWk9RUEdqR3dYdHVQNldWWGxBRUFJQmo5Zjk5RzZQcDFVMmtRQklvUzJVLTVGVHF5NlhrQTdfTmx5Ukhnc19IRU1ScDlPYXAzQ3QtQU51S0xjSlpqLWFCVC1KemZfWWk2dDhudz09 |
Has anyone received the decisions on oral vs poster? | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtZXBYZjBTSXM1dEY1NEZHR085eUt2V1ZoUXg0cVBSUGxwYURhSWY4ZTBBNVpENF85RVJZZUJqQmN0Q0RBejNRdk9OSGpUQUkyamR2akViS1VySklRSzN6YXphbWZtMUZYWXZicXVVaEhvVVk9 | Z0FBQUFBQm5meDJtRGp5UzZ6dUtPb2RiSmVSRHdNRjYtNy1hOFY2c3dlcHlPWmlVZW8wS1pydVVUNTdYZktfRXMybHBCemxMYUhCZ2ZmRjlCdjRyTnlJc3NrdHRBajhQV0FQYmktWktoOU1DNXNtWUQ0ZjhpeDZrSXpEb3VYQmRFME0xa0ozOUhCNlhsdzF2c1lERE51bzVaWjE0QjJ6SGR5MElNbXRyN1dxNVRteGVoMXVOZ0U1d0E1QS1wTXRLTDFuNEFESHk2YmdZ |
There's a question you could ask in r/learnmachinelearning . | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtdzRTNnVUVVBlVkg5Y2ZwRHdDcExaa2txSW9JVUVzYk1ROUI2OVUwZ3JZVmhrV1JfSDRlT3FrUENtMVZyZEVUSFd4eC0wSDBJZTk4VTJXV25Xb3dkYUhTT3daMXVhQTUySVdGdkVvcUFmSkk9 | Z0FBQUFBQm5meDJtTXJVNlVpdzRiTnZwT0lVRXd1Ym1GS1VfZ1F4QWxCYzdxYmd5ZERJSDN5R1JndzVOYlB4NnpBd09VaFZ0Wkg5LU1rTDNSeUNuTUc4ZGRzbFQ4RUM5XzlIelB6dkJmRGJ3QmVaam50QXlJN19qVlBrY2UtUy1mV2FTS3M2UDkxa09xVm1xcW9xbkgyNHNiSkFlM3c1R1htdTFXRnYyWlM2clhISzVzaGZHd2JfNmlYamxXcV9WeXlmMkZMREt0S2N3ak1mRzY0eVlmdkVLVVB2UGoxU1hvUT09 |
Just curious I don’t see that many latest papers in NAS like it peaked in late 2010 and start of 2020 but nowadays not many works are from those parts
As for venues maybe nature ai, expert systems and applications and pattern recognition might be good journals | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtRVYySFh3aGhibDR4cElHV1VnSjZDcHlVd3hMUHNPWjZlUW5sM05pd1d2RTBmWnlKVThwQ2VxUzVFSEdzSFRHWFAzZWdLWWZpd2ZIR2VmOG9tdDY3SkE9PQ== | Z0FBQUFBQm5meDJtNWdqdnd4NmhEOWNQZWEyMWJ3VzBNTlU4T0tTY05kMzBkeFJqc3FQektYZTdtT29IY00yX05pUHRDT01LTG1lWDlCQ0YxSTZoa0RiSVlOcURaY3BOWXM2SDdXUWo5OGpQOHJLUno3Q0ZCMmE5MnRWR25xLW5sT2RJbEhaRDIzYXYxdFhoQllHdGdhazM3NGRDNDFpd1QtdDNIdW51ZXhWUXhwaFd2NEkwMTdZdmlhd2czRW11c2xDNThJUVk4bHhxTW0xOEFfNVJVWWlmZTZWRUJqYm5US1RoNVhNcU1xOHRBMVJuY1pvSk5jYz0= |
https://aideadlin.es/?sub=ML,CV,CG,NLP,RO,SP,DM,AP,KR,HCI | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtT0ZHdzd0emNjTjlfdnE4MGZmbEppZWhWcVJ0VEY4eURPMzRQaWNaZUZrVWFqbTlQbE5VVm9OOGFfR2swZWJ5QWh3TmZPR2htNzRaaFY1TGlNMkxTLWFyTDRTYl9sNGw1ZmtTS0FMY29rMGc9 | Z0FBQUFBQm5meDJtX1p3R3NpR0ZUcUtMSjdvNXBYVk4xR0VzQ3o1LWU2Y29xTUUtRUZvMmJNOFo1dWRKRERRMFVYVmVYRWw3MlB3S0x3WDU4eHQ5eVYyWXViRXVNbW9vdkhiUGk1SDdBMTlmbWdjTkJJX3d1bXBuZ0tPZDZOdGRrQ1F1d3Z2aWV2azZmYk9ZaVhuZzZBUXFwQW14Z2t6clVWaDZOelNfaXBHSVl5dmljclVoZ1dqQjNXWFBhRXJwZXlmQl9SdXEyMk12cWtZUGMwTzZxWThsSXhqYmRxTEFOSUd1dFd0NUlZUWFobTlYSUx5RUhSYz0= |
Thanks! | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtYkxrUzVXeVVEYkx6aHhTOTRoc09pN0hpRF8ySzdiRUtib09HcVE1Y2hRMTkxVXVqbnotZUI1eWtPMmZnNmt5RE56bHFRSXBCV2h3T3NZQ2Q1eExZX1N5SS1waXE4N2c0RTlESkJyOUliQk09 | Z0FBQUFBQm5meDJtNEFId0xzUVdxb0pTcnVfenQ4UkR1Q2RfbUZqamg4cXNsVXI1bkV4V2JBUHBFSFBFT3I4TTB5czZ2ZDNwQ3N0Q19ISU1aYWlraWszNmVyaklIcHFSaEwzamRtS3JyMExfRFZNQlhucjdLcF9lZHpuLUlGRU0xVTdYdjNxalJtSDdOMWtOdXB2WjlZdzY5OGl4Z2lVdmZvSlBHSWRtTXVvaDdFZXNFY0h4WW5KMGFIYlhNQ0lUS1oyQ1RfTGNXTnNMS1ZHQXFhZTlwNWpGSldlbUo1dXNwUVpuYmNLclBHZ21kbzA1b0xKUmRtWT0= |
All women? Only 3 of them were women. 3 men. 4 nonbinary/androgynous. | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtYk11OENrX2cxNHdjQ3A3bkk2cTFoRTBMeUc0aXZ6aFFHUW85enljbG1tT2E0YnI5NFVLOXRhdHlqZmpwU2ptdERvbGFWdGkwS1d2WTIzOXhMYVFCaUE9PQ== | Z0FBQUFBQm5meDJtNllPazNCNEJfb2lQcFhwcG9mNjhqQmxXODk3QVJjWlotNXMtUGNxUE5OYWdQdWRtVmFnU2NreXNpVzJjQVV6a21OUU9DTk5iQ09RcnhLSksxNDNVcmktQzYwaWJYRTVFZGJGdjhzMC1iS3UySkpFMF96MlZWYWFQN01fLWRmQ1ZsQm5HM1hHTzNVUWZoSElJOGZ2NEN1MlpUUlUxbzZ5YjJrdVdyaDFhQVlHNlJadUlfT09OOTAwRnFJOUl2QUU2cURfMlZFN0FOVFc3TGw5M1NzaHFpUT09 |
Read his comment mate before typing a comment like this lmao | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtTEx5dHQ2bXZTTU5jT1YycUNZSHR0SFJ0dV9HazRhd0xoYTBKMVpHT2FLbVJtRWhKQmpIYjBCN0JMN0tiRUN1QkFWMUJaWjRRUFhDckJQQXlyRWMwa1hUNDVweGJTMmMzZUNqNFN2ZmxmbVU9 | Z0FBQUFBQm5meDJtU2g1VVFNX0xKWHY2OGtXMlhiamR4ZGNiUld5ejhmSlBWb3pOQWxZZ1pHeUx5ZTZDcVdLYVZKUDNqQV9TVkhXZldEc3JPNDY3U3ZGdHhYOEkwd0xfSHRYSG96T3BITTY3VDZ4TnFPNHM4bTN2Njd6aDJZbkk0VXlQTXpUcDBtdDU5OTBlSTlMTjl4T1V4RVF4Zmd0UFZ3Sm5KeTd3NUVTWUZCZDFOS0dKb1l5Sk1kQ1MzSkpHQ1doMWUwTDdKa0FtQURjVGUwQVQ4N0pwN0EzM2d1ZlZZZz09 |
It's the extremes of a very real problem: not even humans agree on what is ethical; how can you ensure a powerful AI behaves ethically? | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtRmdpRFdxYXVyMnBPckpUTmt3SUZxTW1WNUtScHlNNmx4RjR6TElOeHF3M1ZmU0tQNnZZbm5abzdTQUtqeTMzVDExWjJvdXFGSUVsNE02cTN5bWR4V2c9PQ== | Z0FBQUFBQm5meDJtRHYtY1ViOFhSbUVaVkJ2M0cyRUtSVU9iYXVybG12ZktfQ0ZFSmFzUHAxODd1NjJNY0trbGRNTTdJcXQ0akJlZldvWjBtcGVFV29jeVJzOVpINlNNYXFzbS1sOG5KWXZwU201bnpSTERlYnZGbE5DRmVGOFIxNElrZnpfZlRjQnJQY3hQUUQxdFNhdVU5aUVfWHltclRTS1V3T0ItZWtvN055ZkphQkRvTGZvb0tpQ0EwZ2l6bGJKTnpUcEFQSVltZ1ZhcG9wZVZoeU1SOS1YWDJpRWxWUT09 |
I would love to see the training data that generated this, it's pretty funny. | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtWTl1Tk54bV9pMG9iTVdET0VmRmNxMGhmMkoyZ1VOazhJTWp1R1ZpNE14dVMwNWJieTJBLXFMenkwOE53RFRJSVlnSDR1MkxGam96QWdKbDZqZE15VWc9PQ== | Z0FBQUFBQm5meDJtbVNQQW9QUlMtbEpGUzhWb1h2dk9meVE1ckpHbU01WGpTMmh5c19iTXVEbDZSRHNvTkVWY2dCTjdyekFwZkhIMEU4eVRROElvaS1XQVducVY4TzRnRFFmcmttQ0VXazQ4Ti15eWMzc3lZc05fUVU5ekM1ckRDYWdPc0ZtSDVTZ291NWhSdU1WV05Zb1NQTEZPeWI1Q3NOaEM0ZG5DSS1NT2JzeFlCZ2JuYzZCbEFLSTlNWThxdDJ6X3JWWHc3ZVhhdzlvTjFXMlpxaElWVEsxeWhRT1B5dz09 |
"Something went wrong" on every model, looks like it's busted now. | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtcDNpVGZ4S2szY1pvdFZ0cW9pY2Z2R3FBZ1hydE5BUmJkNHZ0VklIMUU4a255S0NTbWRMQnRRTkNRdUtfMElmVW1xb1pROHBnRzZGUVZ5Z1NGdnBKbHc9PQ== | Z0FBQUFBQm5meDJtaFlObk8tME9PT3dndGxQZlktOUwwZWhON2FCdU9Na2lkcUxzdWltMGpIN1puVlJQM21odFU5MV9GbFQ5RTI1R2ZWVVRRN00zenZuMVJqNHFSRGZpejYydWFES2xGS2dNeENpazFMelV4c2kxMlNBX2lGdGNKNE9LSm1JSWE5eElXcjU2RVFxWE42bEFXUXcyUDBCOTBrcW9obnYtSEh1WWIxclVyekZKY3BEZ05KRDMxRkRocG9JczVhUWJFVUVxU0tISnZta2dRenp5OFlnUTI4Ums5UT09 |
This was fascinating. I definitely understand your perspective, I might even be a little persuaded by it.... I'm maybe a little too partial to the magic of heuristical compression to fully believe that the effective illusion model of AGI isn't astonishingly useful, but Metric 2 in particular is a really interesting point.
Thanks for the chat | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtMzhqa21TOXFfWllXQlkwR0xqTTR5WmxKS1diWHpoaGZlNWg3djJ3RHpyTy1kN2ZwUG1fZ2xzRUVLMGVPMW45bkVqcE9ySWkwS1pIVHY3YWdiWU55YWc9PQ== | Z0FBQUFBQm5meDJtLUxkbjlpWWpscF9uc2duQ2FWWF9oXzhsUmhXWUNOdHk4eFRHRll0NjhheGJfNURKLU43VkRmTmpOWXRhNElTcTJ6Nng5M1dTZ0NhSEFTem1mczBNbFROUDd3SEZ1bXhmYzVKak40WkR1NVVkWUwxUHRWSDBBLUtTMGRTQ0hIcmlPZ0hvOXA3ZGpCVklRMXBXRzlrdmtiMHB1Q1FpZld4X1U1cmFnVE52S215ZnZ3cFMteXljRHJMbjRPb3RGeVk4WlRrc093ZE5IdzlqXzBqRjN5bTQwZz09 |
Chatgpt bad at planning Cybertruck explosions. | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtMV9RaWxqS1drUWVHeEFPQURLUVJsRVA4eDNPVHJrSjBnWUxFMWFmUzFVMmRuNnF6bUFpam94V2k4UVFoVGJHRnpXVWt1WUVBSHlWWkVUQzN6SHRtY0E9PQ== | Z0FBQUFBQm5meDJtOTdXaEVPUE91Z2tHTkpCUktyZjBBZUFnSXdRMmZSWHpOTjhoWTdCZ01XY1lobE1IVWlkQmJndlA2dURBVVdHVDlmS3hvYmVjY05zUU1saEQtNG9Ycm1ISzB4VHJGNnRPZW4tRGpyNHBKU2NyUUZPS3JtaGJsV1Q1aXBhZUhMcW9ISGJlYjdIWWxObUpHVjdfLURBMFNiNzcwWGF6Q1ZpaEpXSUJqbHREWjF6SVlpa2VheW9DOTFwQlBtSTAxa1lvcWE1MHdHSDk3WURrck5uS3hOcGF2Zz09 |
Didn't you know that already? | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtVFNCV1VucTBPTGpRUE1LUHVKY3dyeGt6WGRrcVl4V0NnQW5BeFVyZmY1bWZFOFlNZ2ZTbWpidlVMb0JsbE05cnlIUlRydXk0dm5RMjhETkJING9rdGc9PQ== | Z0FBQUFBQm5meDJtSUxlNjFldDNuYmFOUDBwVElvUl9HMjdIU2txejBIN0hPSm1BWE9rdnUtS0NLbzRubDRRbDI5WGxVMF81WHZfMVZCbDl3MGg5TnZkQnRoYUI5UlltUk1MNzZla2RiSWN6VnhHZW1CYjZCVXV3Q0VQUlBoa2l2ZURQd2o4US1zNXlQbnVIRldXX3E4X0lUVWVXRmUyNnlPQ2RwaC1yNTRpaXk5WnlRMGd0LXZBaHI4YVROOF9oMEtmLXFmWkZtN0F6ZklQNzdXbmY1WTRBaEMwVEtTbTJWZz09 |
Well making things easier is a problem when the easier thing is crime. Having to deal with one criminal instead of a million changes everything. | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtMlI5RzFMaEg4NG5NR1UtODB4czBZQkh5Qzl5VjA2UTktTUw2am5rM2k2azFwZVRqWmRnNjJ3bkplUmh5M0ZVeGtiSkRiOG1CSUVZZWlhNkZ2dFgxd1E9PQ== | Z0FBQUFBQm5meDJtYnNUMExLWHMtclQ4bDFscE45ZWY2Rk01bThUOTFfUXc1d05FLWdiNjhENXhnaldSbzc5eXJBbEpNb1NkM29RRWpoNjBsN1F4bVk5eUxKd0U5Sm9CS1lLYzc3a3pSNHZIMFFRS0loVUUxX1FhM1VvZVZwbG53WERrZzc4RVQySldGd2FIMlVMLUROeHRTRVRaWlBDWTJDbDFYOURTYk4tdGZ1THQxNk1Rbi1hTUprNW1YLVpZSUxhRm1oeW1TYWdfQ2JIaXlJMTdQRzNiUnRHS2kyUnNuQT09 |
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*I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/MachineLearning) if you have any questions or concerns.* | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtWlFIbVllZkc1YVhLVF9EcFRnR1lTNWFIajJwT0laWWEyVDFGZGJzangzMmd6ZjJaWGNJN09VZGU3dXJvTG14WTNwallEMFlOX05XTmU0ZmhHckNRYmc9PQ== | Z0FBQUFBQm5meDJtNGs2XzFUYTVfSGtfLVo5N3dEbGpmOUV5NTJpR21GcnhuLXlhUTYzd2NQbmd0VmFzX1FnWVRDUFNoZDF6UDk0bmlrWWw0aU5tWGhPcGdmWVlkTXlUX24xU01WZVpkeDZPb083RHdZNi1sRktfakp2SkFnVEZlZnlLeXY4SEpBTmoxYW04blVlbUU1Z1J3RFRjRXVtMXNYanVVUnB4dkFwbkEzNU1NU0Yyc2E2SVNWa3hQaDlZWlJQNVFZaTNHMzJXLUZYUWpwQllpLWhtN2ZmREhmTFR0QT09 |
It's a program. Running on a computer. It's not an oil company dumping waste water in someone's backyard. | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtZFdPcnFCcGk4VTlQYUV3MjNjUjB2LU55Z3ZmclRheC1xQk84RW5mbWhBVFhjVEhLcWh1SlFsUFNwbUU5M2Z6Ri1hZ1lXbzEtUlNsTFhSNDItcXZtQWc9PQ== | Z0FBQUFBQm5meDJtUmlzc3l4a21STEYwZk0xSVphMmwxSjVVUkZwQ2d1LVI0Rjh1VUpiY05qN2VQakZreVBseWdVc0paRHFwSDJzczZFTUhRQ080SHVzM19kU01veU92Vk5mODZuanZJZ3RrUURHdk9vbE9pOE5PanBKZDAtZkIwcHdEWW5sSUtlTlppbGc0UXVIeFliY3BELWUzWGhwUzZkc0k5blFxc1BsUmpsR2RKRk5VeVRlRFB1YVJXQ19zQXRHQWdEZFFqVWZFYTVlMTdfVnBvS2x1bmRQMGtEQlljUT09 |
Set your goals low so you don’t disappoint yourself lol | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtWW1YQ0s4SHhTVTNpZzNISVU2RnNnZnZxV29Pd2JiSkhuMTdHaFNfSVN3ZlBweHN0ZFZ1ZlpOU2dycnhJdzFyRG5Nb0djbkxyVHdrcUZWTW5sWm11eXc9PQ== | Z0FBQUFBQm5meDJtX3VzeGxYZlhmTHU0WTFkTG1WdDlwSlpQYWJuaDdCdXlDVHBmNWUwbjhJWTAyVmNGamxxRkcybnoxdUNWak0yN0lOaUloN044akZZQklQNzJZcDRfalVPNVFWbms1QVpzcjlLelZabnZWQWhSVGJPZ20zWE1sTzBLbUNyd3Z4Qk51MEhaUEFxdzJMWTRrWldzV0Z4T0NlMjFuLVBPejM0YWJCbS1oWE1fUXdVZUpRLU14VGRlNjVoTlJfQjA0Y0pGVkVEZ21yanl3UGN6VmwtS196VnpxQT09 |
Man used keyboard to type in words. Ban keyboards and words. | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtUEJFX2hwd1piR3F6ZllESWhEYzROWHlYNk14Z0VoamlZUWtVMGlreHpLbGpxbDFQNGM3aUpEZFZjbEJTYkMzQlI5WGZGbjZJVjFHX0ZZUEFQNmt4TWc9PQ== | Z0FBQUFBQm5meDJtVGd3aTJwM2UwQUlsS0N6Y0xXZ3NIUmhRMUYtMmxQSlZaZllla1ROVGpjdGxnX216MmFsX3Vhcm1tT1BhQlF4Ym16a1RhWGJUZGRmanFFY1diYUYxT2EySWxjMVBzOF9aREhpaFlQMkxMYW5aRVlEbmJMcWR2S3BMUUVhSkJBQ1FpdHFVbjdmcmtjX29fQVBaSkJJUUZhLWdadFloNEZOLURDbUo5UmdpNDV1UjZodDdBX05mVTJWVnYwSlNWdUs5eHNLTF9Fcm0xWHpVMV9GcnBIUlhDdz09 |
We have core capture safety mechanisms because of Chernobyl. We are going to make mistakes with AI. It's not a bad thing to screw up. | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtYjU2OUp5RE1YMXZSak9ES204d0pGUGVxOXVMTEM0U0phcFBFY3Q0S3dldzRONHlFMm16U0V5amtYUTFrWkhzX0xyVGhzdkZvWFVoV2tuZzZBd0ZVMmc9PQ== | Z0FBQUFBQm5meDJtQWRlUjIwZ2VLcmNoV3o5Z3puUHhmeU5aWjRuMUFtdHNqWUJlc2RBejA4LVB6cDhXaFB5RG5SOEZOSUVnN0pBTEpGWmZaeVNqRlJBZEVMY2ZNMUF4V3ZfU2ozTmJSUEZVYlV1TTQ1Wm50X2RmUDBvd0pJenRBdUZ6QVFYTF9wdkJzenlBREpaSUVzZVp3WlZjb2M4TVJYVUY0ZXlxdTJiMUNpRWNpSXNCbFJWQV9Cc3p4YjltMnlQdG40LTlma0J6YWswXzdGVTN5S295OTBTbGFSOTNfdz09 |
We didn’t have much luck when we spun it up with a user facing RAG use case. We had much better HTTP performance using vLLM. We also didn’t really need to serve a ton of LORAs, but the performance was too poor even with 1 LORA for us to bother with expanding out | r/machinelearning | comment | r/MachineLearning | 2025-01-08 | Z0FBQUFBQm5meDJtYnhzQkU4WkYxSkNCNDlzRnY2OU5qUVlScmR2aUJFdG93cGx3bkZjQ2JhSkpjSGV1aFZVQ0Y4T1hlNVlaWTJHUW1PZ3JxbndTZFVxV09hVW5SVDByeWdMTmpOejFHb1FqaDRzRzIyX3BmTUk9 | Z0FBQUFBQm5meDJtUVU0R3c0b2k3WGhhWkV4Rjh4aGEyTkpuWDlMNllNY1JtdTU1MzFXVXV3eWdGNG9CVGRzb29wN0ZlWFBzOTNoaXFOQTBYcjNEMlh0b091cTBuZEFUQWRua19KWHI0b21PYXdsYjNNTjFLcVdaNlZHMmZXdmpnTGt6QmROZ3Njb1lneDlaclpjOHpDU3FOemtPaDlXNlVFX25lZlNqX1ZzU2VpNzBMVDU4LWFtYkpwbjhkY2MwUlQyVWl1Mkp4SHVqR3hpTVp3d2hlQTJMOUg5UE1LTVlydz09 |
Hadn't really thought about it TBH
I suppose I should spread my planned gravitronic \*\*\*\* design work over several AI services. | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtVktNZmJSU1hXTW9mb3pmZXdUSXJhRkhmVUt2UE9WeWRrZHl6N3N2Z3d4OUh0Zng5ZXJJM2lDaVg4SHlPV0ZTQm9zNjA2ZWRmUGhxOVpqRzExblQwT2c9PQ== | Z0FBQUFBQm5meDJtX3pDT2RleDc4MmtjVV9zVVpNRE5rVXdUaUN6MHAzOVdyeDdNaXI1Z0EydDVVN2RUNnlKaU5vQ3p3eUk3cE5QSGJEQVU4a1N0TkFqOWR4Nk1MVFpjNHNXcThlOGgwNlgxT0xTTEY1dmp3dzB0c0E3dHl4UVFnYzdVVkJsZU1OM0JRWVVqZlNjVkFlRHNLVnk5N3hGaktmZkJSWE53SmtlUTVfc2tWb3E2NnBacGl1N2RfcFViZDlReHlFZm1GYjhXSVVKTmpST0ZDalVTemNQTHp3SU1qUT09 |
So the other 75% is lying about it. | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtLUxGMnJKUkNtS09aclpqWi1vYUhLMUNPVHpzaEpyX0hJdm9VdW5zR055WEFwOE1KRkhFdVMzQTgwZFJOaG9rbkxpZkVMUEsxVkx2WHpPTUJpY1NCY2c9PQ== | Z0FBQUFBQm5meDJtV0JmSnBGTERabm16c0Yxc1hUNU1lRXdrUk5CU28yOTBGYWhMSk9fbzdPMFVnWXJ1aWxEel9fbGpfUXQ4OHZWSVFIQ3JtTTV2UGtGaGE4NklvS1dmOEZXSi14Rk9tT1g2a2lVUXd1aDV1eXl1T2ZCT2RRRVlWY2doX0pTMklQRDczbm9zX2VwSFhpWWQ2amljX2N1cElBTTNrWE9WNU5WRFJfWGxkQmtTaUhhQlFTdUEzV1Z0N3I2VXNYTTdyTUFqYUw1M09vWVRORzVxVExZOEdFU1JyUT09 |
Totally agree, a lot of AI tools feel like gimmicks. One tool that stands out with real business value is Cosmio.io. It’s like having an AI worker you can easily automate your workflow, from collecting customer feedback to managing tasks. It integrates seamlessly with apps like Slack or email, making it super easy to streamline processes, generate leads, and improve support all while saving tons of time and boosting productivity. | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtcG5aSVZHcGJMUkE2eDFxMmF2RE8zNklxQ2RUOTVWOTJLZnAwVVRGWVJZNDhOdnpMNW5aZ3VPbTRhR1A4enp3U08xb2cwXzR5MGU4eG8yU2lYclBOcWc9PQ== | Z0FBQUFBQm5meDJtMzFCeEFjQkE4ZEl2N2lQam5Fc0JvVHd1eW1CWUpUZzFpYldBSFNHTTlkLS1pVWxTNlZ1dVB3MFRxMzIyR3lKTzVNMHJTd2xHZUg2Vmx3TklUMTR3TDhLNHFtTnVydkNWUmRCZUd4NDhXR2FEejdibHZicVllSHk0elZ1c3hUcUdiT25MbXcwbVd3amxEaEhMSDA1MnI3SVJ5bjBqaHdWbW5nenRwcHZOdlljeW0wODRhMmgweXczeURTNUlEUGdjSzA0cGRJM3ZlTGpTc1FWSVpmVm1oZz09 |
...what comment? | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtVDJLUGpOc1I3M2g1U25CMG4wY2JYTmotaF9VSUwxdS1ZVV9QMHVKcEVDRkJadXZBNjN0Y0tmajZ1dlBfeVA1R3BSMlVaTWNBcWprdG5FM3ZSRk5nLVE9PQ== | Z0FBQUFBQm5meDJtT3BrcXhIOGNkbm1neU1yeGt4RWszbzM1RFZidFNWbFg1akM5U0d4bDlqQmwzU3dWQ215SENWRDRrZFZwY3NBcUtwckV5RG8zNzdBRDU5QVk4cEpjTm1YTHE0UjhwQ0t6TnVTREdCUXpQWk5xUEg1V21rQXNDbkpPYllNZnpKbzJ5ckpjczc4VExoUDRlUGNHT1VWRkw5dkdKZ0Zia0lIUWxiZnBKbm9Ha09EazJVNThDY3lfYW9XZk9qLVBPd3V2Qk1WeWY0UGFIWWZLLWtvaDN6QnJxdz09 |
It wasn’t an attack really. He was a huge racist trump maga dude who, in his own words, just wanted to make a statement so that people would “wake up” | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtUFRMcngwcGxKbThPOUxKdmxDWlJkeTF1R1ROUUdGSnVFZmxXbjMtb04tN1NHejBaNWdFNVNxQnlmSDVYbUFuc0tZUDl1UUdLb0gwM0kyY1VfdHBGbVE9PQ== | Z0FBQUFBQm5meDJtR05XRkkyT0s0UDlMenlUbWxiWlROLTdQdkV3dDIwNVdRRDdPMWl2VXdBOEs1ekVXVml4M1djdC1xdjNyZUVWN085UUVXMnB0ZEVMTHA4MXBkdVk2Tkx2VVZocVowbDlDYUFwOE4yM0pabktGUER4d25aNWJodWYtMjU3MmpzZGtsU0czeXlVSC1JekZvNllhYjRESEdpUEFfWDQtbE44SHpKQ29xRzJJc2M2RWE1bGhwUmQxZ3pRelU2TE5Wc3BwUlVuYkJfbXRHWVZGanRzOHIwcjI3dz09 |
I don’t need experience in AI to demand more transparency and guardrails, sorry. | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtRm9zOVV1VUhVRGh2N2sySUtQUTF5MlRaSXAtQWJmRElJWW1UM2NPcktNRENnSDhCbGFpaXVCbUtlNmFVcUVzX2h4VkhQdmwwcWt4R0hRMUh5TnExTDJKNHpVSHBFLS0yNFVqVXh6Nl90SW89 | Z0FBQUFBQm5meDJtbkpiWVRoS2hpcVIxd0RZVXo2amJIcldMMTdJQkIyU25zY3BPQTYzYy1kSkw0R3ExU1pZdlVhdU1DZ2tMdHc5Q0RSZWRzZDU1Rlc3c0lIZkhncFl1WkYyblh6TUUwZDlmZ0dmZ2ZBOFpqdGRObVVUbEdmVzZ3Q2lHM3BTdVBkY3FrNGZoM2FsQW9ZbHpadDAtQ1YwMnpNU21haEhvMjcyVGNvTjdkeGdsT3puZ3RlVEhFR2h2WkNqQ2hTWDdkemV5akQxTmlqRnE2bk9ETW1mZjg4TVJIQT09 |
Yeah it’s a good thing we have a well segmented society, where the virtual world has little to no impact over the physical. Should be simple enough to decouple the two instantaneously in a catastrophic AI scenario.
Also a good thing we underfunded schools. | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtckJHZkNHX01fSEZpaTF2VWtFV3lzb0RzcmdndWFKV01sRExIUmpaVnpoODgwUm5JR0FOOFJKeFl2ajhUYU83aDJsa2loTl9zUVJDbmZtWmlnazhVSzItY0U3UDF3QWt0cWdzOWJxM2owakU9 | Z0FBQUFBQm5meDJtOHd2NEYyeG5TRkF3emdZdG4xR0w0YmdCOUQ0UW5yYm90MlFYZDBTY3kyOFIzMEVNLWVRYWlaTHhRU1hXN2wxQTE3TVA1LWQzbDRRZzVYdVAwMkR2WHJmM0JHQV9ocWprTWhSUUg5QWVDdkJNMHVLbUNjbjFyY2ZIeTMzeTlFS0FTUkRzVzJueGhZQ2hadlgzRzYweXp0bG1nelpHRGVlSnZYa0xjeTJMa19VaUU5Y2xSSGljZW1iakRNWi1GS2QyZHVpQTRwZDlPR01qa2NQeVAweE1zdz09 |
But aren’t they the experts? | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtQXVkdzBCTnV5TFlXQmdQaGY1VmotTlhCeDB5R0VpVC1zdktUMy1TSnIyYzVtLU5VTDNPUkh1RVRiYnMzdThWRDVfSzg1UnNKOUp6YjJvaWNqODNTUkE9PQ== | Z0FBQUFBQm5meDJtZ2tTMFpKSFgwVGU2aGZnb2Z6b0dQQnlXYThkeUtISkE1ZnhjZ2FudGhEQ0VBTkFUUU1FVTJSYTJHRUt5Mi1xbWtpVC1zbHFaOFlieGdnRjNuUi1lTW5pRjdKRlpkRGhFcjhDSVBIaGZLeDlaRkM5X2RWdTY4UmFGLXpWRlRQdWNVN2NJMGVFajdRU2g3aTljb04waGRVTWtiTkpKalgtcXdmWnJ1UVFpMmZIRm9RQVNjSlZpSHlYNVY0R1NlZEtVZEtsSm83VC01ZEZlREJrNjh5cE5Ydz09 |
The key is to use first principles. What is possible, not ‘what has been done before’ as that is constraining your thinking. Same with how you’re saying we don’t have AGI yet. You need to think forward, not backward. What possibilities are enabled once certain milestones are hit. | r/artificial | comment | r/artificial | 2025-01-08 | Z0FBQUFBQm5meDJtVDJhX1J5NGxZYWhNeW5zT2JQbkN5eGFVOGdqTFluaC0zUVdReUpOZ09OSGloNVZqUkJVMzBfUTN2dGYycEE3QmhWcWp1MFVqenc3cFI5TUg1WTgyaFE9PQ== | Z0FBQUFBQm5meDJtemN5UlBhczlWN01BZkFaMjcwcWFsb0RSdHpLTHFtZ3ZXMmJyZ1pWVHRoQlIwS3N5OHhCa1NYa0dPS1VEQkptZmxIQWZfUl9WN0VCMUVESjJnQ0FXbU1FQ1BPOVRSRl9Bbk1RRWc0a2ZLNWpINjcxMW1GZzNvTDEwZzN1R0VRSjZnNm16enlOWmh4blJSMXhXOW5KZFpURS1wS3lOM1JOUVdOS092OFNxX1Zja3lLd01IU3BSc0paa3RNaTk3cjNyMXJGWXpJbGZKNHNad2dYZ3JfUHY3Zz09 |
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