Course Title : Deep Learning Basics
Instructor : Sanasam Ranbir Singh
Teaching Assistant: Th. Jennil Singh
Week 2: Convolutinal Neural Network and Encoder Decoder Model
Reference Books:
- Deep Learning, Ian Goodfellow and Yoshua Bengio and Aaron Courville Click
Lessons
- Introduction to Convolutinal Neural Network( slide )
- CNN as Sparsedly Connected MLP( slide )
- CNN Backpropagation( slide )
- Encoder Decoder Model( slide )
Live Session
- 1D, 2D, 3D Convolution
- Up-pooling and Upsampling
Sample Programs
- Image Classification with CNN ( slide )