Foundations

Deep Learning

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

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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
PyTorch vs. TensorFlow
1:00
Deep Learning ⚡ AI Lesson
PyTorch vs. TensorFlow
PlivoAI Advanced 1y ago
Mapping the World: Creating a Global and Temporal High-Resolution Building Density Map
Deep Learning
Mapping the World: Creating a Global and Temporal High-Resolution Building Density Map
Microsoft Research Advanced 1y ago
Take large scale AI from research to production with Google Cloud's AI Hypercomputer
Deep Learning
Take large scale AI from research to production with Google Cloud's AI Hypercomputer
Google Cloud Tech Advanced 2y ago
What is U-Net in Diffusion Models? #diffusionwithav #learnwithav #generativeai #diffusion
Deep Learning ⚡ AI Lesson
What is U-Net in Diffusion Models? #diffusionwithav #learnwithav #generativeai #diffusion
Analytics Vidhya Advanced 2y ago
CODE Fine-Tune Vision Language VLM eg PaliGemma-3B
Deep Learning ⚡ AI Lesson
CODE Fine-Tune Vision Language VLM eg PaliGemma-3B
Discover AI Advanced 2y ago
DINO -- Self-supervised ViT
Deep Learning
DINO -- Self-supervised ViT
Machine Learning Studio Advanced 2y ago
Top 10 Deep Learning Interview Questions And Answers | AI & Deep Learning Interview Questions
Deep Learning
Top 10 Deep Learning Interview Questions And Answers | AI & Deep Learning Interview Questions
Analytics Vidhya Advanced 2y ago
Quantizing Transformers by Helping Attention Heads Do Nothing with Markus Nagel - 663
Deep Learning ⚡ AI Lesson
Quantizing Transformers by Helping Attention Heads Do Nothing with Markus Nagel - 663
The TWIML AI Podcast with Sam Charrington Advanced 2y ago
Generative Adversarial Networks | Tutorial with Math Explanation and PyTorch Implementation
Deep Learning
Generative Adversarial Networks | Tutorial with Math Explanation and PyTorch Implementation
ExplainingAI Advanced 2y ago
Applied Deep Learning 2023 - Lecture 9 - Preprocessing, Augmentation, Regularization, Visualization
Deep Learning
Applied Deep Learning 2023 - Lecture 9 - Preprocessing, Augmentation, Regularization, Visualization
Alexander Pacha Advanced 2y ago
Diffusion Models from scratch | DDPM PyTorch Implementation
Deep Learning
Diffusion Models from scratch | DDPM PyTorch Implementation
ExplainingAI Advanced 2y ago
Metaflow for distributed high-performance computing and large-scale AI training
Deep Learning ⚡ AI Lesson
Metaflow for distributed high-performance computing and large-scale AI training
Outerbounds Advanced 2y ago
Build high performance & cost-effective ML apps using Amazon SageMaker- AWS Virtual Workshop
Deep Learning ⚡ AI Lesson
Build high performance & cost-effective ML apps using Amazon SageMaker- AWS Virtual Workshop
AWS Developers Advanced 2y ago
Lightning Talk: PyTorch 2.0 on the ROCm Platform - Douglas Lehr, AMD
Deep Learning
Lightning Talk: PyTorch 2.0 on the ROCm Platform - Douglas Lehr, AMD
PyTorch Advanced 2y ago
The Evolving Landscape of Dataloading - Laurence Rouesnel, Meta
Deep Learning
The Evolving Landscape of Dataloading - Laurence Rouesnel, Meta
PyTorch Advanced 2y ago
The Defeat of the Winograd Schema Challenge
Deep Learning ⚡ AI Lesson
The Defeat of the Winograd Schema Challenge
Data Skeptic Advanced 2y ago
75 years of Language Models
Deep Learning ⚡ AI Lesson
75 years of Language Models
CodeEmporium Advanced 2y ago
How DeepFake Works -  Artificial Intelligence #datascience
Deep Learning
How DeepFake Works - Artificial Intelligence #datascience
Dr. Zohair – AI & NLP Insights Advanced 2y ago
Sentence Embeddings - EXPLAINED!
Deep Learning ⚡ AI Lesson
Sentence Embeddings - EXPLAINED!
CodeEmporium Advanced 2y ago
Designing Human in the Loop Experiences for LLMs // Alberto Rizzoli // LLMs in Prod Con Part 2
Deep Learning
Designing Human in the Loop Experiences for LLMs // Alberto Rizzoli // LLMs in Prod Con Part 2
MLOps.community Advanced 2y ago
George Hotz | Latent Space Ep 18: Petaflops to the People — with George Hotz of tiny corp | tinygrad
Deep Learning
George Hotz | Latent Space Ep 18: Petaflops to the People — with George Hotz of tiny corp | tinygrad
george hotz archive Advanced 3y ago
Lesson 4 of Prompt Engineering Course | Fundamentals of Neural Networks | ChatGpt
Deep Learning
Lesson 4 of Prompt Engineering Course | Fundamentals of Neural Networks | ChatGpt
Prompt Engineer Advanced 3y ago
Recommendation Systems Dev Summit
Deep Learning ⚡ AI Lesson
Recommendation Systems Dev Summit
TensorFlow Advanced 3y ago
Deep Learning for Computer Vision with Python and TensorFlow – Complete Course
Deep Learning
Deep Learning for Computer Vision with Python and TensorFlow – Complete Course
freeCodeCamp.org Advanced 3y ago
Sloth or Pastry? Using PyTorch and Deep Learning for Image Classification
Deep Learning ⚡ AI Lesson
Sloth or Pastry? Using PyTorch and Deep Learning for Image Classification
DataCamp Advanced 3y ago
New TECH: Vision Transformer 2023 on Image Classification | AI
Deep Learning ⚡ AI Lesson
New TECH: Vision Transformer 2023 on Image Classification | AI
Discover AI Advanced 3y ago
NVIDIA’s New AI: Paint Like Bob Ross!
Deep Learning
NVIDIA’s New AI: Paint Like Bob Ross!
Two Minute Papers Advanced 3y ago
Experiment NVIDIA TAO Toolkit and pretrained models on Google Colab
Deep Learning ⚡ AI Lesson
Experiment NVIDIA TAO Toolkit and pretrained models on Google Colab
NVIDIA Developer Advanced 3y ago
GANs in 60 seconds!
Deep Learning
GANs in 60 seconds!
AssemblyAI Advanced 3y ago
Applied Deep Learning 2022 - Lecture 9 - Preprocessing, Augmentation, Regularization, Visualization
Deep Learning
Applied Deep Learning 2022 - Lecture 9 - Preprocessing, Augmentation, Regularization, Visualization
Alexander Pacha Advanced 3y ago
Google A.I. Diffusion Image Editing w/ Prompt to Prompt
Deep Learning ⚡ AI Lesson
Google A.I. Diffusion Image Editing w/ Prompt to Prompt
sentdex Advanced 3y ago
Modular and Composable Transfer Learning with Jonas Pfeiffer
Deep Learning
Modular and Composable Transfer Learning with Jonas Pfeiffer
Cohere Advanced 3y ago
The Wrong Batch Size Will Ruin Your Model
Deep Learning
The Wrong Batch Size Will Ruin Your Model
Underfitted Advanced 3y ago
Variational Autoencoder from scratch in PyTorch
Deep Learning
Variational Autoencoder from scratch in PyTorch
Aladdin Persson Advanced 3y ago
Transformers for Tabular Data at Capital One with Bayan Bruss - #591
Deep Learning ⚡ AI Lesson
Transformers for Tabular Data at Capital One with Bayan Bruss - #591
The TWIML AI Podcast with Sam Charrington Advanced 3y ago
Active Learning. The Secret of Training Models Without Labels.
Deep Learning
Active Learning. The Secret of Training Models Without Labels.
Underfitted Advanced 3y ago
Diffusion models from scratch in PyTorch
Deep Learning
Diffusion models from scratch in PyTorch
DeepFindr Advanced 3y ago
Lightning Talk: Uplink Interference Optimizer, How to Optimize a Cellular Network...- Oscar Gonzalez
Deep Learning ⚡ AI Lesson
Lightning Talk: Uplink Interference Optimizer, How to Optimize a Cellular Network...- Oscar Gonzalez
PyTorch Advanced 2y ago
TorchBench: Guarding the Performance of the PyTorch Ecosystem with Continuous Benchmarking - Xu Zhao
Deep Learning
TorchBench: Guarding the Performance of the PyTorch Ecosystem with Continuous Benchmarking - Xu Zhao
PyTorch Advanced 2y ago
I implement DALLE 1 from SCRATCH on MNIST
Deep Learning
I implement DALLE 1 from SCRATCH on MNIST
ExplainingAI Advanced 2y ago
Convolution in NLP
Deep Learning ⚡ AI Lesson
Convolution in NLP
CodeEmporium Advanced 2y ago
Word2Vec, GloVe, FastText- EXPLAINED!
Deep Learning ⚡ AI Lesson
Word2Vec, GloVe, FastText- EXPLAINED!
CodeEmporium Advanced 3y ago
PyTorch New York Meetup - June 2023
Deep Learning
PyTorch New York Meetup - June 2023
PyTorch Advanced 3y ago
3D Visualization for BERT: How to Pre-Train with a New Layer & Fine-Tune with Downstream Task Layer
Deep Learning
3D Visualization for BERT: How to Pre-Train with a New Layer & Fine-Tune with Downstream Task Layer
Discover AI Advanced 3y ago
TF2: Pre-Train BERT from scratch (a Transformer), fine-tune & run inference on text | KERAS NLP
Deep Learning ⚡ AI Lesson
TF2: Pre-Train BERT from scratch (a Transformer), fine-tune & run inference on text | KERAS NLP
Discover AI Advanced 3y ago
Pre-Train BERT from scratch: Solution for Company Domain Knowledge Data | PyTorch (SBERT 51)
Deep Learning ⚡ AI Lesson
Pre-Train BERT from scratch: Solution for Company Domain Knowledge Data | PyTorch (SBERT 51)
Discover AI Advanced 3y ago
TorchStudio, an AI training assistant for PyTorch
Deep Learning ⚡ AI Lesson
TorchStudio, an AI training assistant for PyTorch
PyTorch Advanced 3y ago
Pythae: Unifying Generative Autoencoder Implementations in PyTorch
Deep Learning ⚡ AI Lesson
Pythae: Unifying Generative Autoencoder Implementations in PyTorch
PyTorch Advanced 3y ago
📚 Continue on Coursera External links · Free to audit
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Classify Radio Signals with PyTorch
📚 External: Coursera ↗
Self-paced
Classify Radio Signals with PyTorch
Opens on Coursera ↗
Advanced CNNs, Transfer Learning, and Recurrent Networks
📚 External: Coursera ↗
Self-paced
Advanced CNNs, Transfer Learning, and Recurrent Networks
Opens on Coursera ↗
Custom Models, Layers, and Loss Functions with TensorFlow
📚 External: Coursera ↗
Self-paced
Custom Models, Layers, and Loss Functions with TensorFlow
Opens on Coursera ↗
Fine-tune Multimodal Models with Transfer Learning
📚 External: Coursera ↗
Self-paced
Fine-tune Multimodal Models with Transfer Learning
Opens on Coursera ↗
Deep Learning & Modern AI Architectures
📚 External: Coursera ↗
Self-paced
Deep Learning & Modern AI Architectures
Opens on Coursera ↗
Become AI-Ready: Deep Learning Fundamentals
📚 External: Coursera ↗
Self-paced
Become AI-Ready: Deep Learning Fundamentals
Opens on Coursera ↗