still updating on 20220221
Start time : 2021 Jan(Still new!)
third party blog
| Chapter | Title | Release Date | Complete Date |
|---|---|---|---|
| 1 | Understanding Machine Learning Production | 2021 Jan 11 | 2021 Jan 25 |
| 2 | Introduction to Machine Learning System Design | 2021 Jan 13 | 2021 Feb 1 |
| 3 | Data Engineering / Data Management | 2021 Jan 13 | 2021 Feb 3 |
| 4 | Model Development & training | 2021 Jan 25 | 2021 Feb 4 |
| 5 | PyTorch & distributed training | 2021 Jan 27 | 35% |
| 6 | Model Evaluation | 2021 Feb 1 | |
| 7 | Experiement Versioning and Tracking | 2021 Feb 3 | 35% |
| 10 | Data Distribution Shifts and Monitoring | N/A | 2022 Oct 27 |
| 11 | Continual Learning | N/A | 2022 Oct 27 |
| Project | End to End ML System design |