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zhangqi444 authored Sep 3, 2023
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2 changes: 1 addition & 1 deletion CNAME
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press.ocademy.cc
publish.ocademy.cc
33 changes: 19 additions & 14 deletions README.md
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<img src="https://github.com/ocademy-ai/machine-learning/assets/5424267/bebee200-677e-4d9b-93f7-5e517f59e6f4" alt="logo" height="200" align="right" />

<p align="center">
<img src="https://github.com/ocademy-ai/machine-learning/assets/5424267/bebee200-677e-4d9b-93f7-5e517f59e6f4" alt="logo" height="200" align="center" />
</p>
<p align="center">
<a href='https://github.com/ocademy-ai/machine-learning/pulls'><img src="https://img.shields.io/badge/PR-welcome-brightgreen.svg?style=for-the-badge" /></a>
<img src="https://img.shields.io/github/license/ocademy-ai/machine-learning?style=for-the-badge&label=license" />
<img src="https://img.shields.io/badge/License-CC_BY_4.0-lightgrey.svg?style=for-the-badge&label=license" />
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<a href='https://github.com/ocademy-ai/machine-learning/actions'><img src="https://img.shields.io/github/actions/workflow/status/ocademy-ai/machine-learning/main.yml?style=for-the-badge&branch=main&label=CI&logo=github" /></a>
</p>

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# Learn AI together, for free.

![Python](https://img.shields.io/static/v1?style=for-the-badge&message=3.9&color=ffdd54&logo=python&logoColor=ffdd54&label=Python) ![Jupyter](https://img.shields.io/static/v1?style=for-the-badge&message=6.5.2&color=red&logo=Jupyter&logoColor=red&label=Notebook) ![JupyterBook](https://img.shields.io/static/v1?style=for-the-badge&message=0.13.1&color=F37626&logo=data:image/png;base64,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&logoColor=orange&label=Jupyterbook) [![PR Welcome](https://img.shields.io/badge/PR-welcome-brightgreen.svg?style=for-the-badge)](http://makeapullrequest.com) ![](https://img.shields.io/github/license/ocademy-ai/machine-learning?style=for-the-badge&label=license) ![](https://img.shields.io/badge/License-CC_BY_4.0-lightgrey.svg?style=for-the-badge&label=license) [![codespaces](https://img.shields.io/static/v1?style=for-the-badge&message=Codespaces&color=181717&logo=GitHub&logoColor=FFFFFF&label=Launch)](https://github.com/codespaces/new?hide_repo_select=true&ref=main&repo=505683854&machine=basicLinux32gb&location=EastUs&skip_quickstart=true&geo=UsEast) [![binder](https://img.shields.io/badge/launch-binder-579aca.svg?style=for-the-badge&logo=data:image/png;base64,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)](https://mybinder.org/v2/gh/ocademy-ai/machine-learning/HEAD)

**Ocademy** is your AI learning community dedicated to Python, Data Science, Machine Learning, Deep Learning, and MLOps. We believe open-source promotes equal opportunities for everyone to access AI. By curating, creating, and distributing educational resources and approaches freely and openly with the public, we underscore values of collaboration, transparency, and community-driven learning and teaching.
**Ocademy** is your AI learning community dedicated to Python, Data Science, Machine Learning, Deep Learning, and MLOps. We believe open-source promotes equal opportunities for everyone to access AI. By curating, creating, and distributing educational resources and approaches freely and openly with the public, we underscore the values of collaboration, transparency, and community-driven learning and teaching.

## 🚀 Get started

### 👍 Ocademy Awesome [In progress]
## 👍 Ocademy Awesome [![](<https://img.shields.io/badge/-start%20to%20learn%20%E2%86%92-rgb(124,156,55)?style=for-the-badge>)](./awesome/README.md)

A well-structured list of awesome AI courses, turorials, books, tools and other learning resources. Have a glance [here](./awesome/README.md).

### Ocademy GenAI
A curated list of awesome AI courses, tutorials, books, tools and other learning resources.

Resources about Generative AI, started with a list of [prompts](./generative-ai/prompts/README.md) for AI Teaching and Learning.
## 🤖 Ocademy GenAI [![](<https://img.shields.io/badge/-start%20to%20create%20%E2%86%92-rgb(224,156,55)?style=for-the-badge>)](./generative-ai/prompts/README.md)

### 📓 Ocademy Open Book [In progress]
Resources about Generative AI, started with a list of prompts for AI Teaching and Learning.

An [interactive and visual book](https://ocademy-ai.github.io/machine-learning/intro.html) aims to help millions of busy adults transition into AI, with below 🧩 features,
## 📓 Ocademy Open Book [![](<https://img.shields.io/badge/-start%20to%20read%20%E2%86%92-rgb(84,56,255)?style=for-the-badge>)](https://ocademy-ai.github.io/machine-learning/)

- A curated list of beginner-friendly resources for learning Python, Data Science, Machine Learning, Deep Learning and MLOps.
- Empower the learning journey with interactive Jupyter Notebooks built by [Jupyter Book](https://jupyterbook.org/) and [RISE](https://github.com/damianavila/RISE), with [TDD](https://en.wikipedia.org/wiki/Test-driven_development) style assignments.
- Transforming Machine Learning through the art of visualization by leveraging [Python Tutor](https://pythontutor.com/), [Pandas Tutor](https://pandastutor.com/), Pandas, Matplotlib, [Tensorflow.js](https://www.tensorflow.org/js) and various other visualization libraries.
An interactive and visual book aims to help millions of busy adults transition into AI.

## 👩‍💻 How to contribute

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