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eva4's Introduction

EVA4 - TSAI

This repo is related to EVA Program(Extensive Vision AI) offered by The School of AI, Bangalore. It consists of Assignments(& Solutions), Notes, Projects related to the course etc.

18 Sessions spanned over 15 weeks, 2 hours per session is what will make Phase 1. This would be covering tons of research papers and their implementations i.e InceptionNet, ResNet, DenseNet, EfficientNet etc.

Till now 10 sessions are completed. I will briefly summarise what I have learned and share some insights here. Star this Repo and Stay Tuned for upcoming sessions.

  • Session 1: Background & Basics
  • Session 2: Neural Network Concepts & Pytorch 101 for Vision
  • Session 3: Kernels, Activations and Layers
  • Session 4: CNN Architectural Basics
  • Session 5: Coding Drill Down
  • Session 6: Batch Normalization & Regularization
  • Session 7: Advanced Convolutions
  • Session 8: Receptive Fields & Network Architectures
  • Session 9: Data Augmentation
  • Session 10: Training & Learning Rate
  • Session 11: SuperConvergence
  • Session 12: Object Localization & Detection
  • Session 13: Yolo V2 & V3
  • Session 14: RCNN Family

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