Extensive Vision AI Program

This repository contains material and projects executed during EVA program

List of Projects

Phase1

S.No.	Lesson
1	DEEP LEARNING & CONVOLUTIONS	Assignment
2	NEURAL NETWORK ARCHITECTURE	Assignment
3	NEURAL NETWORK KERNELS	Assignment
4	ARCHITECTURAL BASICS	Assignment
5	BATCH NORMALIZATION & REGULARIZATION	Assignment
6	ADVANCED CONVOLUTIONS	Assignment
7	NETWORK ARCHITECTURES & RECEPTIVE FIELDS	Assignment
8	Everything under the Sun!
9	DATA AUGMENTATION	Assignment
10	INTERPRETABILITY (KERNEL & CHANNEL VISUALIZATIONS)	Assignment
11	ADVANCED CONCEPTS (TRAINING & LEARNING RATES)	Assignment
12	SUPER CONVERGENCE	Assignment
13	RESNETS - PART I	Assignment
14	RESNETS - PART II	Assignment
15	INCEPTION
16	DENSENETs	Assignment
17	EMBEDDED DEVICES
18	SHUFFLENET V1 (2018 CVPR)
19	OBJECT LOCALISATION - YOLO	Assignment
20	TRANSFER LEARNING	Assignment
21	RCNN - FASTER RCNN & MASK RCNN
22	ADVANCED FACE RECOGNITION PART 1
23	FACE PROCESSING, GENERAL TRACKING & STABILIZATION
24	SERVERLESS COMPUTING
25	GENERATIVE ADVERSARIAL NETWORKS	Assignment
26	UNET, ENCODER-DECODER ARCHITECTURE, ATTENTION MECHANISMS & LATENT SPACES
27	AUTOENCODERS & VARIATIONAL AUTOENCODERS

Phase2

S.No.	Lesson
1	NEURAL WORD EMBEDDINGS	Assignment
2	RECURRENT NEURAL NETWORKS
3	LSTMs
4	GRU, ATTENTION MECHANISM & MEMORY NETWORKS