Course Contents & Lec/Lab
Key Topics
- Data collection, logging, and source instrumentation
- Data validation and data augmentation
- Dataset labeling, annotator agreement, and active learning
- Hyperparameter search and AutoML frameworks
- Model checkpointing and experiment tracking
- Data version management
- Docker containerization and cloud infrastructure (AWS/GCP/Azure)
- Run-time profiling and memory footprint management
- GPU utilization tracking and optimization
- Production A/B testing and model redeployment
- Covariate shift management and automated retraining
- Model quantization and edge device deployment (TF-Lite)
Lecture and Lab Schedule
Lecture and lab topics and materials will be added as sessions are conducted.
| Date | Session | Topic | Material |
|---|---|---|---|
| Aug 5 | Lab 0 | Intro to Kaggle | Handout |
| Aug 6 | Lecture 1 | How to Collect Data | Lec |
| Aug 12 | Lab 1 | Data Validation | Lab Solution |
| Aug 13 | Lecture 2 | Methods of Data Validation | Lec |
| Aug 17 | Lab 2 | Data Labelling | Lab Solution |
| Aug 20 | Lecture 3 | Exercise on Data Collection & Validation | Lec |
| Aug 24 | Lab 3 | Data Labelling (Cont.) | Lab Solution |
| Aug 27 | Lecture 4 | Methods of Data Labelling | Lec Exercise 2 |
| Aug 31 | Lab 4 | Exp Management & Hyperparameter Search | Lab |
| Sep 3 | Lecture 5 | Model and Code Reproducibility | Lec |
| Sep 7 | Lab 5 | Exp Management & Hyperparameter Search | Lab Solution |
| Sep 10 | Lecture 6 | Model and Code Reproducibility | Lec Exercise 3 |
| Sep 14 | Lab 6 | Checkpointing, Tracking, & Versioning | Lab |
| Sep 17 | Lecture 7 | Review/Revision Session for Exam | |
| Sep 24 | Lecture 8 | Exam Question Paper Discussion Docker & Deployment |
Question Paper
Solution
Lec |
| Sep 28 | Lab 7 | ||
| Oct 1 | Lecture 9 | ||
| Oct 5 | Lab 8 | ||
| Oct 8 | Lecture 10 | ||
| Oct 12 | Lab 9 | ||
| Oct 15 | Lecture 11 | ||
| Oct 26 | Lab 10 | ||
| Oct 29 | Lecture 12 | ||
| Nov 2 | Lab 11 | ||
| Nov 5 | Lecture 13 | ||
| Nov 9 | Lab 12 | ||
| Nov 12 | Lecture 14 | ||
| Nov 16 | Lab 13 | ||
| Nov 19 | Lecture 15 |