Foundations

Deep Learning

Neural networks, CNNs, RNNs, transformers, diffusion models and training techniques

2,917
lessons
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Neural Network Basics
beginner
Implement a 2-layer net in NumPy and PyTorch
CNN Architectures
intermediate
Build a CNN image classifier in PyTorch
Sequence Models
intermediate
Implement an LSTM text generator
Generative Models
advanced
Train a GAN on image data
Training at Scale
advanced
Use FP16/BF16 mixed precision training
Build a Python Facial Recognition App with Tensorflow and Kivy
Deep Learning ⚡ AI Lesson
Build a Python Facial Recognition App with Tensorflow and Kivy
Nicholas Renotte Intermediate 4y ago
Pete Warden — Practical Applications of TinyML
Deep Learning ⚡ AI Lesson
Pete Warden — Practical Applications of TinyML
Weights & Biases Intermediate 4y ago
Announcing Google's Machine Learning Virtual Community Day
Deep Learning ⚡ AI Lesson
Announcing Google's Machine Learning Virtual Community Day
TensorFlow Intermediate 4y ago
PyTorch Book Reading - 5. CT Scans & PyTorch
Deep Learning
PyTorch Book Reading - 5. CT Scans & PyTorch
Weights & Biases Intermediate 4y ago
PyTorch Community Voices | AI Model Efficiency Toolkit (AIMET) | Abhijit and Chirag
Deep Learning
PyTorch Community Voices | AI Model Efficiency Toolkit (AIMET) | Abhijit and Chirag
PyTorch Intermediate 4y ago
Build a Deep Facial Recognition App // Part 3 - Preparing Data for Deep Learning // TF Dataloader
Deep Learning ⚡ AI Lesson
Build a Deep Facial Recognition App // Part 3 - Preparing Data for Deep Learning // TF Dataloader
Nicholas Renotte Intermediate 4y ago
GNN Project #4.3 - Code explanation
Deep Learning
GNN Project #4.3 - Code explanation
DeepFindr Intermediate 4y ago
Intelligent Telegram AI Classifies Images in Python
Deep Learning ⚡ AI Lesson
Intelligent Telegram AI Classifies Images in Python
NeuralNine Intermediate 4y ago
Neural Network Python Project - Handwritten Digit Recognition
Deep Learning ⚡ AI Lesson
Neural Network Python Project - Handwritten Digit Recognition
NeuralNine Intermediate 4y ago
PyTorch Community Voices | PyTorch Lightning | William Falcon & Thomas Chaton
Deep Learning ⚡ AI Lesson
PyTorch Community Voices | PyTorch Lightning | William Falcon & Thomas Chaton
PyTorch Intermediate 4y ago
GNN Project #4.1 - Graph Variational Autoencoders
Deep Learning
GNN Project #4.1 - Graph Variational Autoencoders
DeepFindr Intermediate 4y ago
Day 2 Talks: JAX, Flax & Transformers 🤗
Deep Learning
Day 2 Talks: JAX, Flax & Transformers 🤗
HuggingFace Intermediate 5y ago
Chapter 3 live sessions with Lewis (PyTorch)
Deep Learning
Chapter 3 live sessions with Lewis (PyTorch)
HuggingFace Intermediate 5y ago
Max Pooling in Deep Learning - Interactive Demo App
Deep Learning ⚡ AI Lesson
Max Pooling in Deep Learning - Interactive Demo App
deeplizard Intermediate 5y ago
Twitter Sentiment Emotion Phrase Extractor - Flask + Pytorch + Hugging Face - Open Source App Demo
Deep Learning
Twitter Sentiment Emotion Phrase Extractor - Flask + Pytorch + Hugging Face - Open Source App Demo
1littlecoder Intermediate 5y ago
CVPR 2021 Oral: A Recurrent Vision and Language BERT for Navigation
Deep Learning
CVPR 2021 Oral: A Recurrent Vision and Language BERT for Navigation
anucvml Intermediate 5y ago
Convolutions in Deep Learning - Interactive Demo App
Deep Learning ⚡ AI Lesson
Convolutions in Deep Learning - Interactive Demo App
deeplizard Intermediate 5y ago
Building trusted AI products | Workshop
Deep Learning ⚡ AI Lesson
Building trusted AI products | Workshop
TensorFlow Intermediate 5y ago
Our Response to CNN - Blog Readers AREN'T Wrong
Deep Learning
Our Response to CNN - Blog Readers AREN'T Wrong
Income School Intermediate 5y ago
L10.5.3 (Optional) Dropout Ensemble Interpretation
Deep Learning
L10.5.3 (Optional) Dropout Ensemble Interpretation
Sebastian Raschka Intermediate 5y ago
L10.5.2 Dropout Co-Adaptation Interpretation
Deep Learning
L10.5.2 Dropout Co-Adaptation Interpretation
Sebastian Raschka Intermediate 5y ago
Metric Learning for Images - Keras Code Examples
Deep Learning
Metric Learning for Images - Keras Code Examples
Connor Shorten Intermediate 5y ago
How to Build Q&A Models in Python (Transformers)
Deep Learning
How to Build Q&A Models in Python (Transformers)
James Briggs Intermediate 5y ago
OCR model for reading Captchas - Keras Code Examples
Deep Learning
OCR model for reading Captchas - Keras Code Examples
Connor Shorten Intermediate 5y ago
Build a 2D convolutional neural network, part 17: Cottonwood cheatsheet
Deep Learning ⚡ AI Lesson
Build a 2D convolutional neural network, part 17: Cottonwood cheatsheet
Brandon Rohrer Intermediate 5y ago
Build a 2D convolutional neural network, part 16: Cottonwood code tour
Deep Learning ⚡ AI Lesson
Build a 2D convolutional neural network, part 16: Cottonwood code tour
Brandon Rohrer Intermediate 5y ago
Live Coding Session on ResNet
Deep Learning
Live Coding Session on ResNet
Weights & Biases Intermediate 4y ago
Build a Deep Facial Recognition App // Part 2 Collecting Data // Deep Learning Project Tutorial
Deep Learning
Build a Deep Facial Recognition App // Part 2 Collecting Data // Deep Learning Project Tutorial
Nicholas Renotte Intermediate 4y ago
Build a Deep Facial Recognition App from Paper to Code // Part 1 // Deep Learning Project Tutorial
Deep Learning ⚡ AI Lesson
Build a Deep Facial Recognition App from Paper to Code // Part 1 // Deep Learning Project Tutorial
Nicholas Renotte Intermediate 4y ago
The push to hub API
Deep Learning
The push to hub API
HuggingFace Intermediate 5y ago
Preprocessing sentence pairs (TensorFlow)
Deep Learning
Preprocessing sentence pairs (TensorFlow)
HuggingFace Intermediate 5y ago
Preprocessing sentence pairs (PyTorch)
Deep Learning
Preprocessing sentence pairs (PyTorch)
HuggingFace Intermediate 5y ago
Anomaly detection with TensorFlow | Workshop
Deep Learning ⚡ AI Lesson
Anomaly detection with TensorFlow | Workshop
TensorFlow Intermediate 5y ago
Tensorflow Object Detection in 5 Hours with Python | Full Course with 3 Projects
Deep Learning
Tensorflow Object Detection in 5 Hours with Python | Full Course with 3 Projects
Nicholas Renotte Intermediate 5y ago
L10.5.1 The Main Concept Behind Dropout
Deep Learning
L10.5.1 The Main Concept Behind Dropout
Sebastian Raschka Intermediate 5y ago
Web/Mobile Applications Winners, 2020 PyTorch Summer Hackathon Winners
Deep Learning ⚡ AI Lesson
Web/Mobile Applications Winners, 2020 PyTorch Summer Hackathon Winners
PyTorch Intermediate 5y ago
Keras Tuner with Google Cloud Compute - Keras Examples
Deep Learning
Keras Tuner with Google Cloud Compute - Keras Examples
Connor Shorten Intermediate 5y ago
Speech Command Recognition With Tensorflow.JS and React.JS | Javascript AI
Deep Learning
Speech Command Recognition With Tensorflow.JS and React.JS | Javascript AI
Nicholas Renotte Intermediate 5y ago
Build a 2D convolutional neural network, part 15: Rendering examples
Deep Learning ⚡ AI Lesson
Build a 2D convolutional neural network, part 15: Rendering examples
Brandon Rohrer Intermediate 5y ago
Build a 2D convolutional neural network, part 14: Collecting examples
Deep Learning ⚡ AI Lesson
Build a 2D convolutional neural network, part 14: Collecting examples
Brandon Rohrer Intermediate 5y ago
Build a 2D convolutional neural network, part 13: Loss history and text summary
Deep Learning ⚡ AI Lesson
Build a 2D convolutional neural network, part 13: Loss history and text summary
Brandon Rohrer Intermediate 5y ago
Build a 2D convolutional neural network, part 12: Testing loop
Deep Learning ⚡ AI Lesson
Build a 2D convolutional neural network, part 12: Testing loop
Brandon Rohrer Intermediate 5y ago
Build a 2D convolutional neural network, part 11: The training loop
Deep Learning ⚡ AI Lesson
Build a 2D convolutional neural network, part 11: The training loop
Brandon Rohrer Intermediate 5y ago
Build a 2D convolutional neural network, part 10: Connecting layers
Deep Learning ⚡ AI Lesson
Build a 2D convolutional neural network, part 10: Connecting layers
Brandon Rohrer Intermediate 5y ago
Build a 2D convolutional neural network, part 9: Adding layers
Deep Learning ⚡ AI Lesson
Build a 2D convolutional neural network, part 9: Adding layers
Brandon Rohrer Intermediate 5y ago
Build a 2D convolutional neural network, part 8: Training code setup
Deep Learning
Build a 2D convolutional neural network, part 8: Training code setup
Brandon Rohrer Intermediate 5y ago
Build a 2D convolutional neural network, part 7: Why Cottonwood?
Deep Learning
Build a 2D convolutional neural network, part 7: Why Cottonwood?
Brandon Rohrer Intermediate 5y ago
Build a 2D convolutional neural network, part 6: Examples of successes and failures
Deep Learning
Build a 2D convolutional neural network, part 6: Examples of successes and failures
Brandon Rohrer Intermediate 5y ago
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Prepare for DP-100: Data Science on Microsoft Azure Exam
📚 External: Coursera ↗
Self-paced
Prepare for DP-100: Data Science on Microsoft Azure Exam
Opens on Coursera ↗
Generative AI Models and GPU Systems
📚 External: Coursera ↗
Self-paced
Generative AI Models and GPU Systems
Opens on Coursera ↗
Deep Learning and Modern AI Architectures
📚 External: Coursera ↗
Self-paced
Deep Learning and Modern AI Architectures
Opens on Coursera ↗
Explainable Deep Learning Models for Healthcare
📚 External: Coursera ↗
Self-paced
Explainable Deep Learning Models for Healthcare
Opens on Coursera ↗
Transfer Learning for NLP with TensorFlow Hub
📚 External: Coursera ↗
Self-paced
Transfer Learning for NLP with TensorFlow Hub
Opens on Coursera ↗
Introduction to Deep Learning
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Self-paced
Introduction to Deep Learning
Opens on Coursera ↗