Object Detection and Image Segmentation

In 2024, LauzHack organized its first bootcamp on deep learning.

Syllabus, slides, and Jupyter notebooks can be found on GitHub: https://github.com/LauzHack/deep-lear...

Recording links:

Day1-Part1: Introduction to Python, Training, Optimizers, Learning Rate    • Introduction to PyTorch, Training, Op...  
Day1-Part2: Improving Python and Git Workflow:    • Improving Python and Git Workflow  
Day2-Part1: Fully-Connected and Convolutional Neural Networks, ResNet    • Fully-Connected and Convolutional Neu...  
Day2-Part2: Recurrent Neural Networks, Normalization Techniques    • Recurrent Neural Networks, Normalizat...  
Day3-Part1: Transformer and Attention Mechanism    • Transformer and Attention Mechanism  
Day3-Part2: Improved Logging with WandB, R&D Coding Techniques    • Improved Logging with WandB, R&D Codi...  
Day4-Part1: Introduction to Deep Learning in Audio and Tasks Overview    • Introduction to Deep Learning in Audi...  
Day4-Part2: Voice Deepfake Detection and Graph Neural Networks    • Voice Deepfake Detection and Graph Ne...  
Day5-Part1: Classic CV methods, Image Recognition, and Object Detection    • Classic CV methods, Image Recognition...  
Day5-Part2: Object Detection and Image Segmentation    • Object Detection and Image Segmentation  
Day6-Part1: Efficient Single-GPU Training and Distributed Deep Learning    • Efficient Single-GPU Training and Dis...  
Day6-Part2: On-Device Learning, Domain Adaptation, and Continuous Learning    • On-Device Learning, Domain Adaptation...  
Day7-Part1: Introduction to NLP: Tokenization, Embeddings, CBOW, BERT    • Introduction to NLP: Tokenization, Em...  
Day7-Part2: BERT, Knowledge Distillation, GPT and LLMs    • BERT, Knowledge Distillation, GPT and...  
Day8-Part2: Explainable AI (Intrinsic, In-Hoc, Post-Hoc Methods), Multi-Modal    • Explainable AI (Intrinsic, In-Hoc, Po...  
Day8-Part3: Multi-Modal Networks, Flamingo, CLIP, 3D CV    • Multi-Modal Networks, Flamingo, CLIP,...  
Day9: Fine-Tuning, Transfer Learning, Hugging Face    • Fine-Tuning, Transfer Learning, Huggi...