QR Codes for attendence: DS4114 MT4154
Date |
References | |
|---|---|---|
| Lecture 1 | 1th August 2023 | Video 1, Video 2 |
| Lecture 2 | 2th August 2023 | Video 1, Video 2 |
| Office Hour | 7th August 2023 | -- |
| Lecture 3 | 8th August 2023 | Principle Component Analysis Video 3 |
| Lecture 4 | 9th August 2023 | Principle Component Analysis. Ch 2.12 in [1] |
Assignment Nr 1 Due |
11th August 2023 | Assignment Nr 1 |
| Lecture 5 | 14th August 2023 | Principle Component Analysis. Ch 2.12 in [1] |
Quiz 1 |
16th August 2023 | Quiz 1 |
Assignment Nr 2 Due |
18th August 2023 | Assignment Nr 2 (Modified on 7th Aug) |
| asst-2-Q1.txt, asst-2-Q2.txt, asst-2-Q3.txt | ||
Tutorial |
21th August 2023 | -- |
| Lecture 6 | 22nd August 2023 | Numerical Optimization (Ch 4.1, 4.2, 4.3 (without 4.3.1)) in [1] |
| Lecture 7 | 23rd August 2023 | Numerical Optimization (Ch 4.4, 4.5) in [1] |
| Lecture 8 | 28th August 2023 | Machine Learning Basics (Ch 5.1, 5.2, 5.3) in [1] |
| Lecture 9 | 29th August 2023 | Estimators, Bias, Variance (Ch 5.4) in [1] |
| Lecture 10 | 30th August 2023 | Maximum Likelihood Estimation (Ch 5.5) in [1] |
| Lecture 11 | 4th September 2023 | Deep Feedforward Networks: Example (Ch 6.1) in [1] |
| Lecture 12 | 5th September 2023 | MLP for Recognizing Handwriting |
| (Ch 1 in [2]. Relevant Code) | ||
Quiz 2 |
6th September 2023 | Quiz 2 |
Assignment Nr 3 Due |
11th September 2023 | Assignment Nr 3 (Modified on 7th Aug) |
| asst-3-Q1.txt, asst-3-Q1.xlsx, | ||
| asst-3-Q2.xlsx, asst-3-Q3.xlsx | ||
| Tutorial | 11th September 2023 | -- |
| Office Hour | 12th September 2023 | -- |
Mid-sem |
25th September 2023 | Mid Sem |
| Lecture 13 | 9th October 2023 | Backpropagation Algorithm (Ch 2 in [2]) |
| Lecture 14 | 10th October 2023 | Cross-Entropy as Cost Function (Ch 3.1 in [2]) |
| Lecture 15 | 11th October 2023 | Regularization (Ch 3.2 in [2]) |
| Lecture 16 | 16th October 2023 | Weight Initialization + Setting Hyperparameters (Ch 3.3 + 3.4 in [2]) |
| Tutorial | 17th October 2023 | -- |
| Lecture 17 | 18th October 2023 | Universality of ANN + Unstable Gradient Problem (Ch 4 + 5 in [2]) |
| Lecture 18 | 23rd October 2023 | Deep Convolutional Networks (Ch 6 in [2]) |
| Lecture 19 | 25rd October 2023 | Introduction to Keras (Ch 3.2 in [3]) |
| Lecture 20 | 30th October 2023 | IMDb Dataset (Ch 3.3 in [3]) |
| Code | ||
| Lecture 21 | 31st October 2023 | Reuters Dataset (Ch 3.4 in [3]) |
| Code | ||
| Office Hours | 31st October 2023 | -- |
| Lecture 22 | 1st November 2023 | Housing Prices Dataset (Ch 3.5 in [3]) + Titanic dataset |
| Code | ||
| Lecture 23 | 6th November 2023 | Workflow of ML/DL Algorithms (Ch 4 in [3]) |
Quiz 3 |
7th November 2023 | Quiz 3 |
| Office Hours | 7th November 2023 | -- |
| Lecture 24 | 8th November 2023 | Convolutional Neural Networks (Ch 5.1 in [3]) |
Assignment Nr 4 Due |
10th November 2023 | Assignment Nr 4 |
| asst-4-data.txt, asst-4-data-info.txt | ||
| Lecture 25 | 13th November 2023 | Embedding (Ch 6.1.2 in [3]) |
| Lecture 26 | 14th November 2023 | Recurrent Neural Networks (Ch 6.2.1 in [3]) |
| Office Hours | 14th November 2023 | -- |
Quiz 4 |
15th November 2023 | Quiz 4 |
End Term |
20th November 2023 | End Sem |
***** |
***** | ***** |
| Problem Set | -- | Problem Set (Modified on 6th Nov) |
| Nr. | Book | Authors |
|---|---|---|
| [1] | Deep Learning | Ian Goodfellow, Yoshua Bengio, and Aaron Courville |
| [2] | Neural Networks and Deep Learning | Michael Nielsen |
| [3] | Deep Learning for Python | François Chollet |
| [4] | Mathematics for Machine Learning | Marc Peter Deisenroth, A. Aldo Faisal, and Cheng Soon Ong |