Foundations

ML Fundamentals

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

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ML Maths Basics
beginner
Manipulate vectors and matrices
Supervised Learning
beginner
Train decision trees, random forests, and neural nets
Unsupervised Learning
intermediate
Apply k-means and DBSCAN clustering
ML Pipelines
intermediate
Engineer features and handle missing data
Alternative Uses for Blockchain - Computerphile
ML Fundamentals ⚡ AI Lesson
Alternative Uses for Blockchain - Computerphile
Computerphile Intermediate 3y ago
Introduction to PyTorch
ML Fundamentals ⚡ AI Lesson
Introduction to PyTorch
PyTorch Beginner 3y ago
Elephant Toothpaste Reaction
ML Fundamentals
Elephant Toothpaste Reaction
MIT OpenCourseWare Intermediate 3y ago
The DataHour: Google Cloud AI/ML
ML Fundamentals
The DataHour: Google Cloud AI/ML
Analytics Vidhya Beginner 3y ago
How to implement Linear Regression from scratch with Python
ML Fundamentals
How to implement Linear Regression from scratch with Python
AssemblyAI Intermediate 3y ago
Variational Autoencoder from scratch in PyTorch
ML Fundamentals
Variational Autoencoder from scratch in PyTorch
Aladdin Persson Advanced 3y ago
Variational AutoEncoder Paper Walkthrough
ML Fundamentals
Variational AutoEncoder Paper Walkthrough
Aladdin Persson Beginner 3y ago
The Road Ahead: Google's Comprehensive Platform for Open Source Machine Learning
ML Fundamentals ⚡ AI Lesson
The Road Ahead: Google's Comprehensive Platform for Open Source Machine Learning
TensorFlow Advanced 3y ago
Introduction to On-device Machine Learning Solutions with MediaPipe
ML Fundamentals ⚡ AI Lesson
Introduction to On-device Machine Learning Solutions with MediaPipe
TensorFlow Beginner 3y ago
Random Variables - EXPLAINED!
ML Fundamentals ⚡ AI Lesson
Random Variables - EXPLAINED!
CodeEmporium Beginner 3y ago
Doing Machine Learning stuff \\ Daily Data Live Stream
ML Fundamentals
Doing Machine Learning stuff \\ Daily Data Live Stream
Nicholas Renotte Beginner 3y ago
Building makemore Part 2: MLP
ML Fundamentals ⚡ AI Lesson
Building makemore Part 2: MLP
Andrej Karpathy Beginner 3y ago
The DataHour: Energy Data Science Project from Scratch
ML Fundamentals
The DataHour: Energy Data Science Project from Scratch
Analytics Vidhya Beginner 3y ago
Machine Learning From Scratch Full course
ML Fundamentals
Machine Learning From Scratch Full course
AssemblyAI Beginner 3y ago
I can predict cars CRASHING. And it's 99% accurate!
ML Fundamentals
I can predict cars CRASHING. And it's 99% accurate!
Underfitted Beginner 3y ago
Google’s New AI: Fly INTO Photos! 🐦
ML Fundamentals
Google’s New AI: Fly INTO Photos! 🐦
Two Minute Papers Beginner 3y ago
Plex: Towards Reliability using Pretrained Large Model Extensions
ML Fundamentals
Plex: Towards Reliability using Pretrained Large Model Extensions
Cohere Beginner 3y ago
I tried to build a Machine Learning Python App in 15 Minutes | Coding Challenge
ML Fundamentals
I tried to build a Machine Learning Python App in 15 Minutes | Coding Challenge
Nicholas Renotte Beginner 3y ago
The Immaturity of Machine Learning - Clips - #502
ML Fundamentals ⚡ AI Lesson
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 ⚡ AI Lesson
Big differences in the way people need to approach machine learning problems nowadays
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
How to implement KNN from scratch with Python
ML Fundamentals
How to implement KNN from scratch with Python
AssemblyAI Intermediate 3y ago
Harnessing On-Device AI to Transform the Smartphone Experience
ML Fundamentals ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
How Spotify Does ML At Scale
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Keynote Interview: Solmaz Shahalizadeh
ML Fundamentals ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
Keynote Interview: Chris Albon
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
ML Product Experiments at Scale
ML Fundamentals ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
Ethical Human-in-the-Loop ML Pipelines
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Embeddings @ Twitter
ML Fundamentals ⚡ AI Lesson
Embeddings @ Twitter
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Scaling ML in the Traditional Enterprise
ML Fundamentals ⚡ AI Lesson
Scaling ML in the Traditional Enterprise
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Machine Learning is Going Real-Time
ML Fundamentals ⚡ AI Lesson
Machine Learning is Going Real-Time
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Team Teardown: Evolving an ML Platform at SurveyMonkey
ML Fundamentals ⚡ AI Lesson
Team Teardown: Evolving an ML Platform at SurveyMonkey
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Build, Buy and the Golden Ratio: How Theator scaled up its continuous training framework
ML Fundamentals ⚡ AI Lesson
Build, Buy and the Golden Ratio: How Theator scaled up its continuous training framework
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
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Foundations of Deep Reinforcement Learning with PyTorch
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Foundations of Deep Reinforcement Learning with PyTorch
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Creating Multi Task Models With Keras
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Creating Multi Task Models With Keras
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Les Expressions Régulières en Python
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Les Expressions Régulières en Python
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Essential Causal Inference Techniques for Data Science
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Essential Causal Inference Techniques for Data Science
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Deep Learning for Business
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Deep Learning for Business
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6G Vision: ML, Intelligent Surfaces & Optical Networks
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6G Vision: ML, Intelligent Surfaces & Optical Networks
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