src/tools/frameworks.qmd

Here's an exhaustive list of state-of-the-art (SOTA) tools and libraries in the field of artificial intelligence, categorized:
These are all libraries and tools I use almost on daily base depending on the problem or task, there are loads of alternatives but this is my own selection.

# Agent Builders

**CrewAI** (CrewAI): The most advanced opensource Agents builder framework

**Autogen** (Microsoft): An agent builder framework with a UI

# Deep Learning

**TensorFlow** (Google): An open-source machine learning framework

**PyTorch** (Facebook): An open-source machine learning framework

**Keras** (Google): A high-level neural networks API

**CNTK** (Microsoft): A deep learning framework

# Natural Language Processing (NLP)**

**NLTK** (Stanford University): A comprehensive NLP library

**spaCy** (Explosion AI): A modern NLP library

**Stanford CoreNLP** (Stanford University): A Java library for NLP

**Transformers** (Hugging Face): A library for natural language understanding and generation

# Computer Vision**

**OpenCV** (OpenCV.org): A computer vision library

**Pillow** (Python Imaging Library): A Python imaging library

**scikit-image** (Scikit-learn): A library for image processing

**TensorFlow Computer Vision** (Google): A computer vision library

**PyTorch Vision** (Facebook): A computer vision library

**Keras Applications** (Google): A collection of pre-built computer vision models

# Reinforcement Learning

**Gym** (OpenAI): A reinforcement learning environment

**Baselines** (OpenAI): A set of reinforcement learning algorithms

**RLlib** (UBC): A reinforcement learning library

**TensorFlow Agents** (Google): A reinforcement learning library

**Ray RLlib** (UC Berkeley): A reinforcement learning library

# Data Science and Analytics

**Pandas** (Wes McKinney): A library for data manipulation and analysis

**NumPy** (Travis Oliphant): A library for numerical computing

**Matplotlib** (John Hunter): A plotting library

**Scikit-learn** (David Cournapeau): A machine learning library

**Statsmodels** (Statsmodels.org): A statistical modeling library

**Bokeh** (Continuum Analytics): A visualization library

**Seaborn** (Michael Waskom): A statistical data visualization library

# Other

**SciPy** (SciPy.org): A scientific computing library

**Matlab** (MathWorks): A high-level technical computing language

**Julia** (JuliaLang.org): A high-performance language for AI and ML

**R** (R Foundation): A programming language for statistical computing

# MLOps

**Tensorboard**

**AIM**

**LangSmith**

**AgentOps**

# Runners

**Ollama**
**LLama.cpp**
**Tranformers**

# Training/ Fine-Tuning

**Unsloth**

**Keras**

**Torch**

**OpenAI Gym**

**Stable-Baselines**


# Platforms - Hosting - Model Zoo

**HuggingFace**

**Kaggle**