Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent — the maths behind AI

690
lessons
Discrete & Continuous random variables
ML Fundamentals
Discrete & Continuous random variables
CodeEmporium Advanced 3y ago
NVIDIA GET3D: AI Model to Populate Virtual Worlds with 3D Objects and Characters
ML Fundamentals
NVIDIA GET3D: AI Model to Populate Virtual Worlds with 3D Objects and Characters
NVIDIA Developer Advanced 3y ago
Creating Stable Diffusion Interpolation Videos
ML Fundamentals
Creating Stable Diffusion Interpolation Videos
sentdex Advanced 3y ago
Variational Autoencoder from scratch in PyTorch
ML Fundamentals
Variational Autoencoder from scratch in PyTorch
Aladdin Persson Advanced 3y ago
The Road Ahead: Google's Comprehensive Platform for Open Source Machine Learning
ML Fundamentals
The Road Ahead: Google's Comprehensive Platform for Open Source Machine Learning
TensorFlow Advanced 3y ago
Productionizing Machine Learning Models at Scale with Kubernetes
ML Fundamentals
Productionizing Machine Learning Models at Scale with Kubernetes
The TWIML AI Podcast with Sam Charrington Advanced 3y ago
NVIDIA RecSys Summit 2022 - China Day
ML Fundamentals
NVIDIA RecSys Summit 2022 - China Day
NVIDIA Developer Advanced 3y ago
Model Quantization for Edge Devices with AIMET
ML Fundamentals
Model Quantization for Edge Devices with AIMET
The TWIML AI Podcast with Sam Charrington Advanced 3y ago
Active Learning. The Secret of Training Models Without Labels.
ML Fundamentals
Active Learning. The Secret of Training Models Without Labels.
Underfitted Advanced 3y ago
At the Frontiers of Science: Exciting Advances in Protein Design
ML Fundamentals
At the Frontiers of Science: Exciting Advances in Protein Design
Microsoft Research Advanced 3y ago
Day 3 Panel “Trends and the Technological Cutting Edge" - Summary
ML Fundamentals
Day 3 Panel “Trends and the Technological Cutting Edge" - Summary
Saïd Business School, University of Oxford Advanced 3y ago
Designing Machine Learning Systems | book summary | Read a book with me
ML Fundamentals
Designing Machine Learning Systems | book summary | Read a book with me
Sophia Yang Advanced 3y ago
Deploy a custom Machine Learning model to mobile
ML Fundamentals
Deploy a custom Machine Learning model to mobile
TensorFlow Advanced 3y ago
Why leaders come on the Oxford High Performance Leadership Programme
ML Fundamentals
Why leaders come on the Oxford High Performance Leadership Programme
Saïd Business School, University of Oxford Advanced 3y ago
Python Plays GTA V: Reboot - Announcement
ML Fundamentals
Python Plays GTA V: Reboot - Announcement
sentdex Advanced 3y ago
Andrew Brock on Generative Models and His Journey to AI Research
ML Fundamentals
Andrew Brock on Generative Models and His Journey to AI Research
HuggingFace Advanced 3y ago
Machine Learning bias example
ML Fundamentals
Machine Learning bias example
HuggingFace Advanced 4y ago
Coding PCA from Scratch : Data Science Code
ML Fundamentals
Coding PCA from Scratch : Data Science Code
ritvikmath Advanced 4y ago
Research talk: Maia Chess: A human-like neural network chess engine
ML Fundamentals
Research talk: Maia Chess: A human-like neural network chess engine
Microsoft Research Advanced 4y ago
JAX MD: A Framework for Differentiable Atomistic Physics
ML Fundamentals
JAX MD: A Framework for Differentiable Atomistic Physics
Weights & Biases Advanced 4y ago
Does Model Performance Even Matter?
ML Fundamentals
Does Model Performance Even Matter?
ritvikmath Advanced 4y ago
Bike Share Demand Forecasting
ML Fundamentals
Bike Share Demand Forecasting
Data Skeptic Advanced 4y ago
The Not So Talked About Reasons Model Monitoring Fails // Oren Razon // MLOps Meetup #88
ML Fundamentals
The Not So Talked About Reasons Model Monitoring Fails // Oren Razon // MLOps Meetup #88
MLOps.community Advanced 4y ago
Equivariant Priors for Compressed Sensing with Arash Behboodi - #584
ML Fundamentals
Equivariant Priors for Compressed Sensing with Arash Behboodi - #584
The TWIML AI Podcast with Sam Charrington Advanced 3y ago
The Rise of DeBERTa for NLP Downstream Tasks | Grandmaster Series E7
ML Fundamentals
The Rise of DeBERTa for NLP Downstream Tasks | Grandmaster Series E7
NVIDIA Developer Advanced 3y ago
An introduction to MLOps with TensorFlow Extended (TFX)
ML Fundamentals
An introduction to MLOps with TensorFlow Extended (TFX)
TensorFlow Advanced 3y ago
Oxford High Performance Leadership Programme - Karen Chan
ML Fundamentals
Oxford High Performance Leadership Programme - Karen Chan
Saïd Business School, University of Oxford Advanced 3y ago
Oxford High Performance Leadership - Susanna Pertl
ML Fundamentals
Oxford High Performance Leadership - Susanna Pertl
Saïd Business School, University of Oxford Advanced 3y ago
Oxford High Performance Leadership - Chris Hill
ML Fundamentals
Oxford High Performance Leadership - Chris Hill
Saïd Business School, University of Oxford Advanced 3y ago
Modern Medical Image Segmentation, AutoML, and Beyond
ML Fundamentals
Modern Medical Image Segmentation, AutoML, and Beyond
NVIDIA Developer Advanced 4y ago
Meg's realization of the importance of Ethical AI
ML Fundamentals
Meg's realization of the importance of Ethical AI
HuggingFace Advanced 4y ago
Advice for Women in AI/Machine Learning
ML Fundamentals
Advice for Women in AI/Machine Learning
HuggingFace Advanced 4y ago
Hello Sionna! A Demo of The First Open Source Library for Physical Layer Research
ML Fundamentals
Hello Sionna! A Demo of The First Open Source Library for Physical Layer Research
NVIDIA Developer Advanced 4y ago
Full-Stack AI Systems Development with Murali Akula - #563
ML Fundamentals
Full-Stack AI Systems Development with Murali Akula - #563
The TWIML AI Podcast with Sam Charrington Advanced 4y ago
The path to net zero: Why and how for business and financial markets
ML Fundamentals
The path to net zero: Why and how for business and financial markets
Saïd Business School, University of Oxford Advanced 4y ago
Research talk: Torchy: A tracing JIT compiler for PyTorch
ML Fundamentals
Research talk: Torchy: A tracing JIT compiler for PyTorch
Microsoft Research Advanced 4y ago
Research talk: Causal learning: Discovering causal relations for out-of-distribution generalization
ML Fundamentals
Research talk: Causal learning: Discovering causal relations for out-of-distribution generalization
Microsoft Research Advanced 4y ago
Keynote: Unlocking exabytes of training data through privacy preserving machine learning
ML Fundamentals
Keynote: Unlocking exabytes of training data through privacy preserving machine learning
Microsoft Research Advanced 4y ago
Opening remarks: Cloud Intelligence/AIOps
ML Fundamentals
Opening remarks: Cloud Intelligence/AIOps
Microsoft Research Advanced 4y ago
Research talk: Computationally efficient large-scale AI
ML Fundamentals
Research talk: Computationally efficient large-scale AI
Microsoft Research Advanced 4y ago
Research talk: Towards data-efficient machine learning with meta-learning
ML Fundamentals
Research talk: Towards data-efficient machine learning with meta-learning
Microsoft Research Advanced 4y ago
Panel: Computer vision in the next decade: Deeper or broader
ML Fundamentals
Panel: Computer vision in the next decade: Deeper or broader
Microsoft Research Advanced 4y ago
Panel: Causal ML Research at Microsoft
ML Fundamentals
Panel: Causal ML Research at Microsoft
Microsoft Research Advanced 4y ago
Masters in Financial Economics | Oxford Saïd Business School
ML Fundamentals
Masters in Financial Economics | Oxford Saïd Business School
Saïd Business School, University of Oxford Advanced 4y ago
Talk: The implicit bias of optimization algorithms in deep learning
ML Fundamentals
Talk: The implicit bias of optimization algorithms in deep learning
Microsoft Research Advanced 4y ago
Talk: Theoretical Aspects of Gradient Methods in Deep Learning
ML Fundamentals
Talk: Theoretical Aspects of Gradient Methods in Deep Learning
Microsoft Research Advanced 4y ago
A law of robustness and the importance of overparametrization in deep learning
ML Fundamentals
A law of robustness and the importance of overparametrization in deep learning
Microsoft Research Advanced 4y ago
Why do people attend the Oxford Advanced Management and Leadership Programme?
ML Fundamentals
Why do people attend the Oxford Advanced Management and Leadership Programme?
Saïd Business School, University of Oxford Advanced 4y ago
📚 Coursera Courses Opens on Coursera · Free to audit
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Machine Learning in Healthcare: Fundamentals & Applications
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Machine Learning in Healthcare: Fundamentals & Applications
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Machine Learning for Data Analysis
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Machine Learning for Data Analysis
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Practical Machine Learning
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Practical Machine Learning
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Programming Generative AI: Unit 1
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Programming Generative AI: Unit 1
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Precalculus: Relations and Functions
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Precalculus: Relations and Functions
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Introduction Course to Autoencoders, VAEs, and GANs
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Introduction Course to Autoencoders, VAEs, and GANs
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