Lectures & Labs
TipCourse Playlist
Lecture
Lab
Holiday
Schedule
| Date | Type | # | Topic | Materials | Recording |
|---|---|---|---|---|---|
| 7 Jan | Lecture | 1 | Data Collection | HTML · PDF · API Demo | Video |
| 9 Jan | Lab | 1 | Data Collection Lab | HTML | |
| 10 Jan | Lecture | 2 | Data Collection continued (HTML parsing) | DOM Viewer | Video |
| Lecture | 3 | Data Validation | HTML · PDF | Video | |
| 13 & 20 Jan | Lab | 4 | Data Validation Lab | HTML | |
| 14 Jan | Holiday | Uttarayan / Makar Sankranti | |||
| 16 Jan | Lecture | 4 | Data Labeling | HTML · PDF | Video |
| 27 & 30 Jan | Lab | 5 | Data Labeling Lab (+ challenge: build a mini Label Studio) | HTML | |
| 28 Jan | Lecture | 5 | Optimizing Data Labeling: Active Learning, Weak Supervision & LLMs | HTML · PDF | Video |
| 3 & 10 Feb | Lab | 6 | Optimizing Labeling Lab (Active Learning + Weak Supervision) | HTML | |
| 4 Feb | Lecture | 6 | Data Augmentation | HTML · PDF | Video |
| 6 Feb | Lab | 6b | Data Augmentation Lab (introduction) | HTML | |
| 11 Feb | Lecture | 7 | LLM APIs & Multimodal AI | HTML · PDF | Video |
| 13 & 17 Feb | Lab | 7 | Data Augmentation + LLM APIs Lab | Data Aug HTML · LLM APIs HTML | |
| 20 Feb – 8 Mar | Break | Mid-sem Examination I (Feb 20 – 27) + Mid-semester Recess (Feb 28 – Mar 8) | |||
| 10 & 13 Mar | Lab | 8 | Assignment 3 worktime (Q3 resumption) | Assignment 3 | |
| 11 Mar | Lecture | 8 | Model Evaluation: Cross-Validation, Bias-Variance | HTML · PDF | |
| 17 & 20 Mar | Lab | 9 | Cross-Validation Lab (sklearn + from scratch) | Colab · GitHub | |
| 18 Mar | Lecture | 9 | Tuning, AutoML & Experiment Tracking | HTML · PDF | |
| 24 Mar | Lab | 10 | Hyperparameter Tuning Lab (Grid / Random / Optuna) | Colab · GitHub | |
| 25 Mar | Lecture | 10 | Reproducibility: Docker, Seeds & Tracking | HTML · PDF · Docker Demos | |
| 27 Mar | Lab | 11 | Reproducibility Lab (Docker + Seeds + TrackIO) | Colab · GitHub | |
| 31 Mar | Holiday | Mahavir Jayanti (also last day of Q3) | |||
| 1 Apr | Lecture | 11 | Data Drift & Model Monitoring (Q4 begins) | HTML · Notebook | |
| 3 Apr | Holiday | Good Friday | |||
| 7 Apr | Lab | 12 | Data Drift demo + Assignment 4 streamlit/deployment demo | Notebook · Companions | |
| 8 Apr | Lecture | 12 | Profiling & Quantization | HTML · PDF · Colab Notebooks | |
| 10 Apr | Lab | 13 | Profiling & Quantization Lab | Colab · GitHub | |
| 14 Apr | Holiday | Ambedkar Jayanti | |||
| 15 Apr | Lecture | 13 | Building AI Agents from Scratch | HTML · PDF · Colab | |
| 17 Apr | Lab | 14 | Assignment 4 Viva (held in lab slot) | ||
| 21 Apr | Lab | 15 | AI Agents Lab (incl. advanced NumPy-aware calculator exercise) | Colab · GitHub | |
| 22 Apr | Lab | 16 | AI Agents Lab continuation / course wrap-up (lecture slot repurposed as lab) | Colab · Course Summary slides |