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ERA1_School_Of_AI.md

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Course

Status

  • week 1 - Fundamentals of AI
  • week 2 - Exploring Neural Network Architectures
  • week 3 - Git & Python
  • week 4 - Building first Neural Networks
  • week 5 - Introduction to Pytorch
  • week 6 - Backpropagation & Advanced Architectures
  • week 7 - In depth Coding Practice
  • week 8 - Batch Normalization & Regularization
  • week 9 - Advanced Convolutions & Data Augmentation & Visualizations
  • week 10 - Residual Connections & One Cycle Policy
  • week 11 - CAMs, LRs, Optimizers
  • week 12 - Pytorch Lightning & AI Application Development
  • week 13 - YOLO & Object Detection
  • week 14 - Dawn of Tranformers - I
  • week 15 - Dawn of Tranformers - II
  • week 16 - Transformer Architectures & Speeding them up
  • week 17 - BERT, GPT, ViT