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🚀 Learn Deep Learning from scratch 🚀

Deep Learning Course

Deep Learning Course 🚀

🧮 Foundations

Derivative and Gradient Descent
Logistic Regression

🔗 Fully Connected Networks

My First Neural Network
Introduction to PyTorch
Advanced Techniques

🖼️ Convolutional Networks

Convolutional Layers
Convolutional Networks
Implementing the Convolution Layer
Convolutional Networks with PyTorch
Application on a color image dataset
Applying Segmentation

🔄 Autoencoders

Introduction to Autoencoders
Autoencoder for Denoising

📝 NLP

Introduction to NLP
Bigram
Fully Connected Network
PyTorch and WaveNet
Recurrent Neural Networks
Long Short-Term Memory

🤗 HuggingFace

Introduction to Hugging Face
Computer Vision with Transformers
Natural Language Processing with Transformers
Audio Processing with Transformers
Image Generation with Diffusers
Demo with Gradio

⚡ Transformers

Introduction to Transformers
Building a GPT from Scratch
Training our GPT model
Transformer architecture and features
Possible Applications of the Transformer Architecture
Implementing the Vision Transformer
Swin Transformer

🎯 Object Detection (YOLO)

Introduction to Object Detection in Images
YOLO in Detail
Ultralytics

🔍 Contrastive Training

Facial Verification
Unsupervised Contrastive Learning

🎓 Transfer Learning and Distillation

Transfer Learning
Transfer Learning with PyTorch
Knowledge Distillation
Knowledge Distillation for Unsupervised Anomaly Detection
Fine-Tuning of LLMs
Fine-tuning BERT with Hugging Face

🎨 Generative Models

Introduction to Generative Models
Generative Adversarial Networks (GANs)
Implementing a GAN
Variational Autoencoders
Implementing a VAE
Normalizing Flow
Diffusion Models
Implementing a Diffusion Model

🎁 Bonus – Specific Topics

Activations and Initializations
Batch Normalization
Data Augmentation
Broadcasting
Understanding Different Optimizers
Regularization
Residual Connections
Introduction to Cross-Validation
Model Evaluation Metrics
Introduction to Tokenization
Quantization

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By Simon Thomine

© Copyright 2023.

🌐 Language / Langue: 🇺🇸 English 🇫🇷 Français 🇪🇸 Español 🇨🇳 中文