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304 lessons

📐 ML Fundamentals

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

All ▶ YouTube 198,151📚 Coursera 18,118🏛 Archive.org 58🎤 TED 1
Grokking, Generalization Collapse, and Dynamics of Training Deep Neural Nets [Charles Martin] - 734
📐 ML Fundamentals
Grokking, Generalization Collapse, and Dynamics of Training Deep Neural Nets [Charles Martin] - 734
The TWIML AI Podcast with Sam Charrington Advanced 9mo ago
ML Models for Safety-Critical Systems with Lucas García - 705
📐 ML Fundamentals
ML Models for Safety-Critical Systems with Lucas García - 705
The TWIML AI Podcast with Sam Charrington Beginner 1y ago
Nightshade: Data Poisoning to Fight Generative AI with Ben Zhao - 668
📐 ML Fundamentals
Nightshade: Data Poisoning to Fight Generative AI with Ben Zhao - 668
The TWIML AI Podcast with Sam Charrington Advanced 2y ago
The emergence of capabilities is influenced by training data & patterns discovered as data scales up
📐 ML Fundamentals
The emergence of capabilities is influenced by training data & patterns discovered as data scales up
The TWIML AI Podcast with Sam Charrington Beginner 2y ago
Better tools & open-source models enable the academic community to understand model's complex system
📐 ML Fundamentals
Better tools & open-source models enable the academic community to understand model's complex system
The TWIML AI Podcast with Sam Charrington Beginner 2y ago
Build robust system for an open world that can manage novelty & classify LLMs to avoid hallucination
📐 ML Fundamentals
Build robust system for an open world that can manage novelty & classify LLMs to avoid hallucination
The TWIML AI Podcast with Sam Charrington Beginner 2y ago
Artificial neural networks find solutions similar to the brain's mathematical transformations
📐 ML Fundamentals
Artificial neural networks find solutions similar to the brain's mathematical transformations
The TWIML AI Podcast with Sam Charrington Beginner 2y ago
Why Deep Networks and Brains Learn Similar Features with Sophia Sanborn - 644
📐 ML Fundamentals
Why Deep Networks and Brains Learn Similar Features with Sophia Sanborn - 644
The TWIML AI Podcast with Sam Charrington Advanced 2y ago
Advancing Biology and Medicine with Computer Science and Machine Learning
📐 ML Fundamentals
Advancing Biology and Medicine with Computer Science and Machine Learning
The TWIML AI Podcast with Sam Charrington Beginner 2y ago
The importance of hyperparameter optimization
📐 ML Fundamentals
The importance of hyperparameter optimization
The TWIML AI Podcast with Sam Charrington Advanced 2y ago
Robotic Dexterity and Collaboration with Monroe Kennedy III - 619
📐 ML Fundamentals
Robotic Dexterity and Collaboration with Monroe Kennedy III - 619
The TWIML AI Podcast with Sam Charrington Intermediate 3y ago
How can machine learning can benefit global food security
📐 ML Fundamentals
How can machine learning can benefit global food security
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Thinking Big with Machine Learning to Fight Food Insecurity
📐 ML Fundamentals
Thinking Big with Machine Learning to Fight Food Insecurity
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Spotify's Machine Learning Journey
📐 ML Fundamentals
Spotify's Machine Learning Journey
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
"Machine learning doesn't give you for free anything you didn't explicitly ask for"
📐 ML Fundamentals
"Machine learning doesn't give you for free anything you didn't explicitly ask for"
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
The Geospatial Machine Learning Revolution Is Upon Us
📐 ML Fundamentals
The Geospatial Machine Learning Revolution Is Upon Us
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Geospatial Machine Learning with Kumar Chellapilla - 607
📐 ML Fundamentals
Geospatial Machine Learning with Kumar Chellapilla - 607
The TWIML AI Podcast with Sam Charrington Intermediate 3y ago
How to get and keep top talent in machine learning
📐 ML Fundamentals
How to get and keep top talent in machine learning
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Engineering Production NLP Systems at T-Mobile - 600
📐 ML Fundamentals
Engineering Production NLP Systems at T-Mobile - 600
The TWIML AI Podcast with Sam Charrington Intermediate 3y ago
Never Trust an AI Demo
📐 ML Fundamentals
Never Trust an AI Demo
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Less Profit, More Humanity in Startup Culture
📐 ML Fundamentals
Less Profit, More Humanity in Startup Culture
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
The Great MLOps Debate End to End ML Platforms vs Specialized Tools - #597
📐 ML Fundamentals
The Great MLOps Debate End to End ML Platforms vs Specialized Tools - #597
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
The Immaturity of Machine Learning - Clips - #502
📐 ML Fundamentals
The Immaturity of Machine Learning - Clips - #502
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Big differences in the way people need to approach machine learning problems nowadays
📐 ML Fundamentals
Big differences in the way people need to approach machine learning problems nowadays
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Harnessing On-Device AI to Transform the Smartphone Experience
📐 ML Fundamentals
Harnessing On-Device AI to Transform the Smartphone Experience
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Building ML Platform Capabilities at Global Scale
📐 ML Fundamentals
Building ML Platform Capabilities at Global Scale
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Top Trends in Enterprise Machine Learning for 2021
📐 ML Fundamentals
Top Trends in Enterprise Machine Learning for 2021
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
How Spotify Does ML At Scale
📐 ML Fundamentals
How Spotify Does ML At Scale
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Keynote Interview: Solmaz Shahalizadeh
📐 ML Fundamentals
Keynote Interview: Solmaz Shahalizadeh
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Using Unity to Generate Synthetic data and Accelerate Computer Vision Training
📐 ML Fundamentals
Using Unity to Generate Synthetic data and Accelerate Computer Vision Training
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Executive Summit Roundtable Discussion
📐 ML Fundamentals
Executive Summit Roundtable Discussion
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
First Steps and Early Challenges in Scaling Machine Learning at H&M Group
📐 ML Fundamentals
First Steps and Early Challenges in Scaling Machine Learning at H&M Group
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Build an End-to-End ML Workflow for Your Organization
📐 ML Fundamentals
Build an End-to-End ML Workflow for Your Organization
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Causal Modeling in Machine Learning Webinar with Robert Osazuwa Ness
📐 ML Fundamentals
Causal Modeling in Machine Learning Webinar with Robert Osazuwa Ness
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Keynote Interview: Chris Albon
📐 ML Fundamentals
Keynote Interview: Chris Albon
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
ML Product Experiments at Scale
📐 ML Fundamentals
ML Product Experiments at Scale
The TWIML AI Podcast with Sam Charrington Intermediate 3y ago
Chaos and Pain in Machine Learning, and the ‘DevOps for ML Manifesto'
📐 ML Fundamentals
Chaos and Pain in Machine Learning, and the ‘DevOps for ML Manifesto'
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Semblance: Feature Generation In Real-Time and Batch Without Time-Travel
📐 ML Fundamentals
Semblance: Feature Generation In Real-Time and Batch Without Time-Travel
The TWIML AI Podcast with Sam Charrington Beginner 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
Model Versioning: Why, When, and How
📐 ML Fundamentals
Model Versioning: Why, When, and How
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Live from TWIMLcon! Overcoming the Barriers to Deep Learning in Production
📐 ML Fundamentals
Live from TWIMLcon! Overcoming the Barriers to Deep Learning in Production
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Operationalizing Machine Learning at Levi’s
📐 ML Fundamentals
Operationalizing Machine Learning at Levi’s
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Live from TWIMLcon! Encoding Company Culture in Applied AI Systems
📐 ML Fundamentals
Live from TWIMLcon! Encoding Company Culture in Applied AI Systems
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Machine Learning in Production: What to do after you’ve trained the models?
📐 ML Fundamentals
Machine Learning in Production: What to do after you’ve trained the models?
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Culture & Organization for Effective ML at Scale
📐 ML Fundamentals
Culture & Organization for Effective ML at Scale
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Ethical Human-in-the-Loop ML Pipelines
📐 ML Fundamentals
Ethical Human-in-the-Loop ML Pipelines
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Embeddings @ Twitter
📐 ML Fundamentals
Embeddings @ Twitter
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Scaling ML in the Traditional Enterprise
📐 ML Fundamentals
Scaling ML in the Traditional Enterprise
The TWIML AI Podcast with Sam Charrington Beginner 3y ago