Foundations

Deep Learning

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

2,917
lessons
Skills in this topic
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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
Building Scientific Computing Infrastructure Software with the PyTorch Ecosystem - Bharath Ramsundar
Deep Learning
Building Scientific Computing Infrastructure Software with the PyTorch Ecosystem - Bharath Ramsundar
PyTorch Intermediate 1y ago
Lightning Talk: A Whirlwind Tour of PyTorch Extension Points - Alban Desmaison, Meta
Deep Learning
Lightning Talk: A Whirlwind Tour of PyTorch Extension Points - Alban Desmaison, Meta
PyTorch Intermediate 1y ago
Engineering Resume Hack (from Big Tech Hiring Manager)
Deep Learning
Engineering Resume Hack (from Big Tech Hiring Manager)
Jean Lee Intermediate 1y ago
Image Classification CNN in PyTorch
Deep Learning ⚡ AI Lesson
Image Classification CNN in PyTorch
NeuralNine Intermediate 1y ago
He dropped out for this…
Deep Learning
He dropped out for this…
Sajjaad Khader Intermediate 2y ago
How to run PyTorch, TensorFlow, and JAX on your Mac (Apple Silicon)
Deep Learning
How to run PyTorch, TensorFlow, and JAX on your Mac (Apple Silicon)
Underfitted Intermediate 2y ago
Fine tune nanoGPT for Microsoft Azure | ODFP648
Deep Learning
Fine tune nanoGPT for Microsoft Azure | ODFP648
Microsoft Developer Intermediate 2y ago
Machine Learning frameworks for the gen AI era
Deep Learning
Machine Learning frameworks for the gen AI era
Google for Developers Intermediate 2y ago
Advice From a Top 1% Machine Learning Engineer
Deep Learning
Advice From a Top 1% Machine Learning Engineer
Jean Lee Intermediate 2y ago
FIS Jacksonville HQ
Deep Learning
FIS Jacksonville HQ
FIS Intermediate 2y ago
Top 10 Deep Learning Interview Questions and Answers - Part2
Deep Learning
Top 10 Deep Learning Interview Questions and Answers - Part2
Analytics Vidhya Intermediate 2y ago
Super Bowl Prediction by a Data Scientist
Deep Learning
Super Bowl Prediction by a Data Scientist
ritvikmath Intermediate 2y ago
How Average pooling works in Convolutional Neural Networks | CNN
Deep Learning
How Average pooling works in Convolutional Neural Networks | CNN
Developers Hutt Intermediate 2y ago
Data Science in the Mining Industry | The Secrets of Data in Mining
Deep Learning ⚡ AI Lesson
Data Science in the Mining Industry | The Secrets of Data in Mining
DataCamp Intermediate 2y ago
Keras: Shortcut to AI mastery
Deep Learning ⚡ AI Lesson
Keras: Shortcut to AI mastery
TensorFlow Intermediate 2y ago
Texture Painting 3D Objects Using AI at Real-Time Live! SIGGRAPH Asia 2023
Deep Learning ⚡ AI Lesson
Texture Painting 3D Objects Using AI at Real-Time Live! SIGGRAPH Asia 2023
NVIDIA Developer Intermediate 2y ago
Linear Complexity in Attention Mechanism: A step-by-step implementation in PyTorch
Deep Learning
Linear Complexity in Attention Mechanism: A step-by-step implementation in PyTorch
Machine Learning Studio Intermediate 2y ago
Efficient Self-Attention for Transformers
Deep Learning
Efficient Self-Attention for Transformers
Machine Learning Studio Intermediate 2y ago
comma ai | Navigate on openpilot | Mitchell Goff | COMMA_CON talks | ML Engineer | HQ version
Deep Learning ⚡ AI Lesson
comma ai | Navigate on openpilot | Mitchell Goff | COMMA_CON talks | ML Engineer | HQ version
george hotz archive Intermediate 2y ago
Applied Deep Learning 2023 - Lecture 5 - Libraries and Practical Aspects
Deep Learning
Applied Deep Learning 2023 - Lecture 5 - Libraries and Practical Aspects
Alexander Pacha Intermediate 2y ago
Multi-framework modeling with KerasCV and KerasNLP
Deep Learning ⚡ AI Lesson
Multi-framework modeling with KerasCV and KerasNLP
Weights & Biases Intermediate 2y ago
Language Translation with Multi-Head Attention | Transformers from Scratch
Deep Learning
Language Translation with Multi-Head Attention | Transformers from Scratch
Developers Hutt Intermediate 2y ago
PyTorch Project: Handwritten Digit Recognition
Deep Learning ⚡ AI Lesson
PyTorch Project: Handwritten Digit Recognition
NeuralNine Intermediate 2y ago
Stanford XCS224U: NLU I Contextual Word Representations, Part 5: BERT I Spring 2023
Deep Learning ⚡ AI Lesson
Stanford XCS224U: NLU I Contextual Word Representations, Part 5: BERT I Spring 2023
Stanford Online Intermediate 2y ago
Stanford XCS224U: NLU I Contextual Word Representations, Part 3: Positional Encoding I Spring 2023
Deep Learning ⚡ AI Lesson
Stanford XCS224U: NLU I Contextual Word Representations, Part 3: Positional Encoding I Spring 2023
Stanford Online Intermediate 2y ago
Why do we use "e" in the Sigmoid?
Deep Learning ⚡ AI Lesson
Why do we use "e" in the Sigmoid?
ritvikmath Intermediate 3y ago
Generative AI Explained: With Practical Hands-on (GAN + VAE + Diffusion Models)
Deep Learning
Generative AI Explained: With Practical Hands-on (GAN + VAE + Diffusion Models)
Analytics Vidhya Intermediate 3y ago
How To Safeguard Your AI Workflow #shorts
Deep Learning
How To Safeguard Your AI Workflow #shorts
Matt Brickwood Intermediate 3y ago
5 problems when using a Large Language Model
Deep Learning
5 problems when using a Large Language Model
Underfitted Intermediate 3y ago
How Diffusion Models Work: A short course by DeepLearning.AI
Deep Learning
How Diffusion Models Work: A short course by DeepLearning.AI
DeepLearningAI Intermediate 3y ago
Why Do 2m Shopping Carts Go Missing Every Year?
Deep Learning
Why Do 2m Shopping Carts Go Missing Every Year?
The Hustle Intermediate 3y ago
Lightning Talk: Beyond Zero: Eliminating Vulnerabili... Patrick Smyth, Dan Fernandez & Srishti Hegde
Deep Learning ⚡ AI Lesson
Lightning Talk: Beyond Zero: Eliminating Vulnerabili... Patrick Smyth, Dan Fernandez & Srishti Hegde
PyTorch Intermediate 1y ago
Lightning Talk: Making the Most of Heterogeneous Memory Capacity Using PyTorch - Syed Ahmed, NVIDIA
Deep Learning ⚡ AI Lesson
Lightning Talk: Making the Most of Heterogeneous Memory Capacity Using PyTorch - Syed Ahmed, NVIDIA
PyTorch Intermediate 1y ago
Sponsored Keynote: From Containers to Cognition: Conducting the AI Orchestra - Taylor Dolezal
Deep Learning ⚡ AI Lesson
Sponsored Keynote: From Containers to Cognition: Conducting the AI Orchestra - Taylor Dolezal
PyTorch Intermediate 1y ago
Building PyTorch Computer Vision Algorithms for 100 Skin Shades - Emmanuel Acheampong, roboMUA
Deep Learning ⚡ AI Lesson
Building PyTorch Computer Vision Algorithms for 100 Skin Shades - Emmanuel Acheampong, roboMUA
PyTorch Intermediate 1y ago
Intel GPU in Upstream PyTorch: Expanding GPU Choices and Enhancing Back... Eikan Wang & Min Jean Cho
Deep Learning
Intel GPU in Upstream PyTorch: Expanding GPU Choices and Enhancing Back... Eikan Wang & Min Jean Cho
PyTorch Intermediate 1y ago
PyTorch Expert Exchange: Efficient Generative Models: From Sparse to Distributed Inference
Deep Learning
PyTorch Expert Exchange: Efficient Generative Models: From Sparse to Distributed Inference
PyTorch Intermediate 1y ago
PyTorch 2.4: Live Q&A
Deep Learning
PyTorch 2.4: Live Q&A
PyTorch Intermediate 1y ago
Using PyTorch to Help Predict Wildfires
Deep Learning
Using PyTorch to Help Predict Wildfires
PyTorch Intermediate 2y ago
PyTorch Docathon H2 2023
Deep Learning ⚡ AI Lesson
PyTorch Docathon H2 2023
PyTorch Intermediate 2y ago
Lightning Talk: Enhancements Made to MPS Backend in PyTorch for Applications Running... - Kulin Seth
Deep Learning ⚡ AI Lesson
Lightning Talk: Enhancements Made to MPS Backend in PyTorch for Applications Running... - Kulin Seth
PyTorch Intermediate 2y ago
Lightning Talk: State of PyTorch - Alban Desmaison, Meta - Speakers: Alban Desmaison
Deep Learning ⚡ AI Lesson
Lightning Talk: State of PyTorch - Alban Desmaison, Meta - Speakers: Alban Desmaison
PyTorch Intermediate 2y ago
Lightning Talk: TorchFix - a Linter for PyTorch-Using Code with Autofix Support - Sergii Dymchenko
Deep Learning
Lightning Talk: TorchFix - a Linter for PyTorch-Using Code with Autofix Support - Sergii Dymchenko
PyTorch Intermediate 2y ago
Keynote: How PyTorch Became the Foundation of the AI Revolution - Joe Spisak, Product Director, Meta
Deep Learning ⚡ AI Lesson
Keynote: How PyTorch Became the Foundation of the AI Revolution - Joe Spisak, Product Director, Meta
PyTorch Intermediate 2y ago
Lightning Talk: Accelerating PyTorch Performance with OpenVINO - Yamini, Devang & Mustafa
Deep Learning
Lightning Talk: Accelerating PyTorch Performance with OpenVINO - Yamini, Devang & Mustafa
PyTorch Intermediate 2y ago
Lightning Talk: Diffusers: Bringing Cutting-Edge Diffusion Models to the Masses - Lysandre Debut
Deep Learning
Lightning Talk: Diffusers: Bringing Cutting-Edge Diffusion Models to the Masses - Lysandre Debut
PyTorch Intermediate 2y ago
AI/ML Engineer path - The Harsh Truth
Deep Learning
AI/ML Engineer path - The Harsh Truth
Jean Lee Intermediate 2y ago
Practical Hands-on with Convolutional Neural Networks | CNN vs ANN
Deep Learning ⚡ AI Lesson
Practical Hands-on with Convolutional Neural Networks | CNN vs ANN
Analytics Vidhya Intermediate 3y ago
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Basic Image Classification with TensorFlow
📚 External: Coursera ↗
Self-paced
Basic Image Classification with TensorFlow
Opens on Coursera ↗
Introducción al análisis de Costos para la Dirección de Empresas
📚 External: Coursera ↗
Self-paced
Introducción al análisis de Costos para la Dirección de Empresas
Opens on Coursera ↗
Convolutional Neural Networks in TensorFlow
📚 External: Coursera ↗
Self-paced
Convolutional Neural Networks in TensorFlow
Opens on Coursera ↗
Natural Language Processing in TensorFlow
📚 External: Coursera ↗
Self-paced
Natural Language Processing in TensorFlow
Opens on Coursera ↗
Fundamentals of AI, Machine Learning, and Python Programming
📚 External: Coursera ↗
Self-paced
Fundamentals of AI, Machine Learning, and Python Programming
Opens on Coursera ↗
Deep Learning
📚 External: Coursera ↗
Self-paced
Deep Learning
Opens on Coursera ↗