| 11-October-2021 |
1.5 hours |
Class introduction, Class overview: Class organization, topics overview, software etc. |
An oral assessment |
|
|
1.5 hours |
Introduction: what is ML; Problems, data, and tools; Python |
An oral assessment |
|
| 18-October-2021 |
1.5 hours |
Artificial Intelligence and Machine Learning, Concept of Self-Learning |
An oral assessment |
|
|
1.5 hours |
Basics of Machine Learning, Different Types of Learning |
An oral assessment |
|
| 25-October-2021 |
1.5 hours |
Data preprocessing, Feature extraction |
Written Quiz |
|
|
1.5 hours |
Data reduction, Dimensionality reduction |
An oral assessment |
|
| 1-November-2021 |
1.5 hours |
Model selection, Model Generalization, and Overfitting |
An oral assessment |
|
|
1.5 hours |
Optimization of training Models |
An oral assessment |
|
| 8-November-2021 |
1.5 hours |
Typical Tasks in Machine Learning |
An oral assessment |
|
|
1.5 hours |
Regression Vs Classification |
An oral assessment |
|
| 15-November-2021 |
1.5 hours |
Linear Regression, Multivariate Linear Regression |
An oral assessment |
|
|
1.5 hours |
Non-Linear Regression |
An oral assessment |
|
| 22-November-2021 |
1.5 hours |
Logistic Regression, Bayes’ Theorem |
An oral assessment |
|
|
1.5 hours |
Naïve Bayes Algorithm |
Written Quiz |
|
| 29-November-2021 |
1 Hour |
Mid Term |
|
|
| 6-December-2021 |
1.5 hours |
Decision Trees |
An oral assessment |
|
|
1.5 hours |
Nearest Neighbor Algorithm |
An oral assessment |
|
| 13-December-2021 |
1.5 hours |
Kernel Methods |
An oral assessment |
|
|
1.5 hours |
Support Vector Machines |
An oral assessment |
|
| 20-December-2021 |
1.5 hours |
Markov Model |
An oral assessment |
|
|
1.5 hours |
Hidden Markov Model |
Witten Quiz |
|
| 27-December-2021 |
1.5 hours |
Introduction to Artificial Neural Network |
An oral assessment |
|
|
1.5 hours |
Perceptron |
An oral assessment |
|
| 3-January-2022 |
1.5 hours |
Fully Connected Artificial Neural network |
An oral assessment |
|
|
1.5 hours |
Sparse Artificial Neural Network |
An oral assessment |
|
| 10-January-2022 |
1.5 hours |
Ensemble Learning Part 1 |
An oral assessment |
|
|
1.5 hours |
Ensemble Learning Part 2 |
An oral assessment |
|
| 17-January-2022 |
1.5 hours |
K-Mean Clustering |
An oral assessment |
|
|
1.5 hours |
Hierarchical Clustering |
Written Quiz |
|
| 24-January-2022 |
1.5 hours |
Self-Organizing Maps Part I |
An oral assessment |
|
|
1.5 hours |
Self-Organizing Maps Part II |
An oral assessment |
|
| 31-January-2022 |
2 Hour |
Final Term |
|
|
