Extensive Vision AI Program This repository contains material and projects executed during EVA program
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
S.No. Lesson 1 NEURAL WORD EMBEDDINGS Assignment 2 RECURRENT NEURAL NETWORKS 3 LSTMs 4 GRU, ATTENTION MECHANISM & MEMORY NETWORKS
