Spaces:
Sleeping
Sleeping
| title: Tensorflow Practice | |
| emoji: 🦀 | |
| colorFrom: pink | |
| colorTo: blue | |
| sdk: docker | |
| pinned: false | |
| license: apache-2.0 | |
| app_port: 8501 | |
| ## Introduction to Streamlit with Docker | |
| ## Overview | |
| Location: Rexburg, Idaho When: July 16, 2024 | |
| This material uses [Polars](https://pola-rs.github.io/polars-book/user-guide/) and focuses [Streamlit](https://streamlit.io/) and dashboarding to introduce the data science app development process. | |
| ## Installing the tools | |
| We will need [Visual Studio Code](https://code.visualstudio.com/download) and [Python](https://www.python.org/downloads/) installed for this short course. Each tool has additional packages/extensions that we will need to install as well. | |
| ### Visual Studio Code Extensions | |
| You can use [Managing Extensions in Visual Studio Code](https://code.visualstudio.com/docs/editor/extension-marketplace) to learn how to install extensions. We will use [Python - Visual Studio Marketplace](https://marketplace.visualstudio.com/items?itemName=ms-python.python) extension heavily. [Managing Extensions in Visual Studio Code](https://code.visualstudio.com/docs/editor/extension-marketplace) provides more background on extensions if needed. | |
| ## Repo Navigation | |
| ### `guides` folder | |
| The `guides` folder has cheat sheets for polars and streamlit | |
| ### `scripts_build` folder | |
| The `scripts_build` folder has the munging scripts that built the data for the app we will explore. | |
| ### Other key files | |
| - The [slides.html](slides.html) is a Remark Slides presentation on Dashboarding. You can read more at [remark_slides.md](remark_slides.md). The slides are embedded in the default Streamlit app for this repository. | |
| - [Dockerfile](Dockerfile) is the build script for our Docker Image | |
| - [docker-compose.yml](docker-compose.yml) provides an easy way to start our docker container. [Docker Compose](https://docs.docker.com/compose/#:~:text=It%20is%20the%20key%20to,single%2C%20comprehensible%20YAML%20configuration%20file.) is _'the key to unlocking a streamlined and efficient development and deployment experience.'_ | |
| - [requirements.txt](requirements.txt) is run from the [Dockerfile](Dockerfile) and installs the needed Python packages. | |
| - [README.md](README.md) is this file. The `YAML` at the top is necessary for the Streamlit app to work correctly. Specifically the `app_port: 8501` is needed. All other information can and should be manipulated. | |
| - [streamlit.py] is our Streamlit app. | |
| - The remaining files are data files. | |
| ### Final notes | |
| Here is how to sync a Github repo with Hugging face. | |
| - [Sync with Github Actions](https://dev.to/0xkoji/sync-github-repo-and-hugging-face-space-repo-with-github-actions-3ca1) |