Credits

Online Resources

We have used huge amount of online resources for this course. All of them are the sole copyright holders of their material. Here we have refernced them with proper credits.

Students

All the TA's along with the crediting students helped alot to organize and structure this course.

Lecture Material

Study Material

Sr. No
Lecture Topic
Slides/Resources Link
Reference Material
1 Basics of Machine Learning: Linear Regression
Download
Link
2 Basics of Machine Learning: Linear Classification
Download Part1
Download Part2
Link
3 The Intuition of Neural Networks
Download
Link
4 Fully Connected Layer and Back Propagation
Download
Link
5 Image Classification, Loss Functions, and Optimization
Download
Link
6 Computational Graphs
Download
Link
7 Activation Functions in Neural Networks
Download
Link
8 Initializations in Neural Networks
Download
Link
9 Backpropagation and Neural Networks
Download
Link
10 Convolutional Neural Networks
Download
Link
11 Object Localization and Detection
Download
Link
12 Single Shot Multi Box Detector (SSD)
Download
13 Variational Autoencoder
Download
Link 1
Link 2