Foundations

ML Fundamentals

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

11,339
lessons
Skills in this topic
View full skill map →
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
How to make your CPU as fast as a GPU - Advances in Sparsity w/ Nir Shavit
ML Fundamentals
How to make your CPU as fast as a GPU - Advances in Sparsity w/ Nir Shavit
Yannic Kilcher Beginner 3y ago
I tried to build a Python Machine Learning Streamlit App in 7 Minutes | Coding Challenge
ML Fundamentals
I tried to build a Python Machine Learning Streamlit App in 7 Minutes | Coding Challenge
Nicholas Renotte Beginner 3y ago
Metaflow Sandbox Demo: Free Data Science Infrastructure In the Browser
ML Fundamentals ⚡ AI Lesson
Metaflow Sandbox Demo: Free Data Science Infrastructure In the Browser
Outerbounds Beginner 3y ago
Global Management Programme for Infrastructure | Indian School of Business
ML Fundamentals
Global Management Programme for Infrastructure | Indian School of Business
Coursera Beginner 3y ago
Global Management Programme for Infrastructure | Indian School of Business
ML Fundamentals
Global Management Programme for Infrastructure | Indian School of Business
Coursera Beginner 3y ago
Introduction to PyTorch
ML Fundamentals ⚡ AI Lesson
Introduction to PyTorch
PyTorch Beginner 3y ago
The DataHour: Google Cloud AI/ML
ML Fundamentals
The DataHour: Google Cloud AI/ML
Analytics Vidhya Beginner 3y ago
Variational AutoEncoder Paper Walkthrough
ML Fundamentals
Variational AutoEncoder Paper Walkthrough
Aladdin Persson Beginner 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
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
Global Management Programme in Operations and Supply Chain | Indian School of Business
ML Fundamentals
Global Management Programme in Operations and Supply Chain | Indian School of Business
Coursera 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
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
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
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
ClearML: Your R&D on MLOps! From zero to hero in two lines of code
ML Fundamentals ⚡ AI Lesson
ClearML: Your R&D on MLOps! From zero to hero in two lines of code
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Making Models Work: How an optimized ML lifecycle can drive better ROI
ML Fundamentals ⚡ AI Lesson
Making Models Work: How an optimized ML lifecycle can drive better ROI
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Machine Learning and its Applications
📚 Coursera Course ↗
Self-paced
Machine Learning and its Applications
Opens on Coursera ↗
Advanced Tokenization and Sentiment Analysis
📚 Coursera Course ↗
Self-paced
Advanced Tokenization and Sentiment Analysis
Opens on Coursera ↗
AI Workflow: AI in Production
📚 Coursera Course ↗
Self-paced
AI Workflow: AI in Production
Opens on Coursera ↗
Deep Learning - Artificial Neural Networks with TensorFlow
📚 Coursera Course ↗
Self-paced
Deep Learning - Artificial Neural Networks with TensorFlow
Opens on Coursera ↗
Introduction to High-Performance and Parallel Computing
📚 Coursera Course ↗
Self-paced
Introduction to High-Performance and Parallel Computing
Opens on Coursera ↗
Automate Cloud Costs & Governance
📚 Coursera Course ↗
Self-paced
Automate Cloud Costs & Governance
Opens on Coursera ↗