| Module | Category | Title | Schedule (Beijing Time) 🕐 |
|---|---|---|---|
| Week 1 | Prerequisites | Python programming introduction, basics, advanced | Completed |
| Week 2 | Prerequisites | Ramp up | Completed |
| Week 3 | Data Science | Data Science introduction | Completed |
| Week 4 | Data Science | Relational vs. non-relational database | Completed |
| Week 5 | Data Science | Numpy & Pandas | Completed |
| Week 6 | Data Science | Data visualization | Completed |
| Week 7 | Data Science | Data Science lifecycle, in the cloud, and in real world | Completed |
| Week 8 | Machine Learning Fundamentals | Machine Learning overview | Completed |
| Week 9 | Machine Learning Fundamentals | Linear and polynomial regression | Completed |
| Week 10 | Machine Learning Fundamentals | Logistic regression | Completed |
| Week 11 | Machine Learning Fundamentals | Neural networks | Completed |
| Week 12 | Machine Learning Fundamentals | Building a Machine Learning web app | 22 Apr SAT, 23 Apr SUN |
| Week 13 | Machine Learning Advanced | Unsupervised learning | 29 Apr SAT, 30 Apr SUN |
| Week 14 | Machine Learning Advanced | Kernel method | 6 May SAT, 7 May SUN |
| Week 15 | Machine Learning Advanced | Model selection | 13 May SAT, 14 May SUN |
| Week 16 | Machine Learning Advanced | Ensemble learning | 20 May SAT, 21 May SUN |
| Week 17 | Machine Learning Advanced | Gradient boosting | 10 Jun SAT, 11 Jun SUN |
| Week 18 | Deep Learning | Deep Learning overview | 17 Jun SAT, 18 Jun SUN |
| Week 19 | Deep Learning | CNN | 24 Jun SAT, 25 Jun SUN |
| Week 20 | Deep Learning | Image classification | 1 Jul SAT, 2 Jul SUN |
| Week 21 | Deep Learning | Image segmentation and object detection | 8 Jul SAT, 9 Jul SUN |
| Week 22 | Deep Learning | GAN | 15 Jul SAT, 16 Jul SUN |
| Week 23 | Deep Learning | AutoEncoder | 22 Jul SAT, 23 Jul SUN |
| Week 24 | Deep Learning | RNN and LSTM | 29 Jul SAT, 30 Jul SUN |
| Week 25 | Deep Learning | Time series | 5 Aug SAT, 6 Aug SUN |
| Week 26 | Deep Learning | DQN | 12 Aug SAT, 13 Aug SUN |
| Week 27 | Machine Learning Operations | MLOps overview | 19 Aug SAT, 20 Aug SUN |
| Week 28 | Machine Learning Operations | Problem framing | 26 Aug SAT, 27 Aug SUN |
| Week 29 | Machine Learning Operations | Data engineering | 2 Sep SAT, 3 Sep SUN |
| Week 30 | Machine Learning Operations | Model training and evaluation | 9 Sep SAT, 10 Sep SUN |
| Week 31 | Machine Learning Operations | Model deployment | 16 Sep SAT, 17 Sep SUN |
| Week 32 | Machine Learning Operations | Testing and monitoring | 23 Sep SAT, 24 Sep SUN |
| Week 33 | Machine Learning Operations | MLFlow | 30 Sep SAT, 1 Oct SUN |