Foundations

ML Fundamentals

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

12,142
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
Highlights from UBS CEO Sergio Ermotti speaking to MBA students and alumni.
ML Fundamentals
Highlights from UBS CEO Sergio Ermotti speaking to MBA students and alumni.
Saïd Business School, University of Oxford Intermediate 1y ago
PyTorch Conference 2024 Highlights
ML Fundamentals
PyTorch Conference 2024 Highlights
PyTorch Beginner 1y ago
Chronon: Airbnb's Open-Source Data Platform
ML Fundamentals
Chronon: Airbnb's Open-Source Data Platform
MLOps.community Beginner 1y ago
Data Engineering: The Missing Piece of Your Data Science Puzzle
ML Fundamentals ⚡ AI Lesson
Data Engineering: The Missing Piece of Your Data Science Puzzle
MLOps.community Beginner 1y ago
The Best Data Science Course In Market
ML Fundamentals
The Best Data Science Course In Market
Krish Naik Intermediate 1y ago
Course Teaser: Communicating with Confidence
ML Fundamentals ⚡ AI Lesson
Course Teaser: Communicating with Confidence
Stanford Online Beginner 1y ago
AWS Certified AI Practitioner (AIF-C01) – Full Course to PASS the Certification Exam
ML Fundamentals ⚡ AI Lesson
AWS Certified AI Practitioner (AIF-C01) – Full Course to PASS the Certification Exam
freeCodeCamp.org Beginner 1y ago
The Secret to Data Science Success🔥😍
ML Fundamentals
The Secret to Data Science Success🔥😍
Entri Coding മലയാളം Beginner 1y ago
Webinar: How to make an impact in impact finance
ML Fundamentals
Webinar: How to make an impact in impact finance
Saïd Business School, University of Oxford Beginner 1y ago
4 Software Developer Roadmaps For 2024+
ML Fundamentals ⚡ AI Lesson
4 Software Developer Roadmaps For 2024+
Tech With Tim Beginner 1y ago
Harris vs. Trump : A Data Scientist's Prediction (1 Month To Go)
ML Fundamentals
Harris vs. Trump : A Data Scientist's Prediction (1 Month To Go)
ritvikmath Intermediate 1y ago
Formatting Image Data 📸 - Ensuring Uniformity 🔲 - Topic 214 #ai #ml
ML Fundamentals ⚡ AI Lesson
Formatting Image Data 📸 - Ensuring Uniformity 🔲 - Topic 214 #ai #ml
deeplizard Beginner 1y ago
How to Build a Career in Generative AI? #generativeai #careeringenerativeAI
ML Fundamentals ⚡ AI Lesson
How to Build a Career in Generative AI? #generativeai #careeringenerativeAI
Analytics Vidhya Intermediate 1y ago
How to tackle Career Gap? #shorts #codebasics #careergap #careerguidance
ML Fundamentals
How to tackle Career Gap? #shorts #codebasics #careergap #careerguidance
codebasics Beginner 1y ago
Deep Learning by Goodfellow Study Group - 8-10-2024
ML Fundamentals ⚡ AI Lesson
Deep Learning by Goodfellow Study Group - 8-10-2024
TWIML AI Podcast Beginner 1y ago
How AI Actually Works (For Beginners)
ML Fundamentals
How AI Actually Works (For Beginners)
Entri Coding മലയാളം Beginner 1y ago
Managed Model Generation: Customized AI Solutions for Your Business | Macgence
ML Fundamentals ⚡ AI Lesson
Managed Model Generation: Customized AI Solutions for Your Business | Macgence
Macgence Beginner 1y ago
Lightning Talk: Markov Chains - potentially faster log analysis
ML Fundamentals ⚡ AI Lesson
Lightning Talk: Markov Chains - potentially faster log analysis
SANS Institute Beginner 1y ago
Neil Lawrence | The Atomic Human: What Makes Us Unique in the Age of AI | Talks at Google
ML Fundamentals
Neil Lawrence | The Atomic Human: What Makes Us Unique in the Age of AI | Talks at Google
Talks at Google Advanced 1y ago
Organizing Data for Networks Step #2 📂 - ML Data Structuring 🏗️ - Topic 213 #ai #ml
ML Fundamentals ⚡ AI Lesson
Organizing Data for Networks Step #2 📂 - ML Data Structuring 🏗️ - Topic 213 #ai #ml
deeplizard Beginner 1y ago
Recommender Systems: Metrics, Trends, and Challenges | Machine Learning | Community Webinar
ML Fundamentals
Recommender Systems: Metrics, Trends, and Challenges | Machine Learning | Community Webinar
Data Science Dojo Intermediate 1y ago
@Asianometry & Dylan Patel — How the semiconductor industry actually works
ML Fundamentals
@Asianometry & Dylan Patel — How the semiconductor industry actually works
Dwarkesh Patel Beginner 1y ago
Course Overview: Communicating with Confidence
ML Fundamentals
Course Overview: Communicating with Confidence
Stanford Online Beginner 1y ago
West Virginia University: Discover the Master of Science in Software Engineering (MSSE)
ML Fundamentals
West Virginia University: Discover the Master of Science in Software Engineering (MSSE)
Coursera Intermediate 1y ago
Clemson University: Inside Look at the Master of Science in Computer Science (MSCS)
ML Fundamentals
Clemson University: Inside Look at the Master of Science in Computer Science (MSCS)
Coursera Beginner 1y ago
New Way Now: Wayfair is driving e-commerce AI innovation with Google Cloud and Snorkel
ML Fundamentals
New Way Now: Wayfair is driving e-commerce AI innovation with Google Cloud and Snorkel
Google Cloud Intermediate 1y ago
I tried another AI engineer. Here is what I found.
ML Fundamentals
I tried another AI engineer. Here is what I found.
Underfitted Beginner 1y ago
Lightning Talk: Mobile Computational Photography with PyTorch: Low-Light Denoising - Alexis Baudron
ML Fundamentals
Lightning Talk: Mobile Computational Photography with PyTorch: Low-Light Denoising - Alexis Baudron
PyTorch Advanced 1y ago
Kaggle Data Science Competition Course – Solve Three Challenges Step-by-Step
ML Fundamentals ⚡ AI Lesson
Kaggle Data Science Competition Course – Solve Three Challenges Step-by-Step
freeCodeCamp.org Beginner 1y ago
How Data Capture Transforms ML Observability
ML Fundamentals ⚡ AI Lesson
How Data Capture Transforms ML Observability
MLOps.community Intermediate 1y ago
Real-Time Event Processing for AI/ML with Numaflow // Sri Harsha Yayi // DE4AI
ML Fundamentals
Real-Time Event Processing for AI/ML with Numaflow // Sri Harsha Yayi // DE4AI
MLOps.community Intermediate 1y ago
The Evolution of Lyft's Feature Store // Devon Mittow // DE4AI
ML Fundamentals
The Evolution of Lyft's Feature Store // Devon Mittow // DE4AI
MLOps.community Beginner 1y ago
How To Cut Your Data Infrastructure Costs in Half
ML Fundamentals
How To Cut Your Data Infrastructure Costs in Half
MLOps.community Intermediate 1y ago
Turn Data Chaos into AI Strategy with Programmatic AI Data Development // Elena Boiarskaia // DE4AI
ML Fundamentals
Turn Data Chaos into AI Strategy with Programmatic AI Data Development // Elena Boiarskaia // DE4AI
MLOps.community Beginner 1y ago
Centralized or Decentralized ML Platform? // Jelmer Borst and Daniela Solis // MLOps Podcast #267
ML Fundamentals
Centralized or Decentralized ML Platform? // Jelmer Borst and Daniela Solis // MLOps Podcast #267
MLOps.community Intermediate 1y ago
SUPERVISED LEARNING | AI & ML FOR BEGINNERS | #ai #ml #artificialintelligence #machinelearning
ML Fundamentals
SUPERVISED LEARNING | AI & ML FOR BEGINNERS | #ai #ml #artificialintelligence #machinelearning
Entri Coding മലയാളം Beginner 1y ago
How AI is Changing the World Forever
ML Fundamentals
How AI is Changing the World Forever
Entri Coding മലയാളം Beginner 1y ago
Introduction to Artificial Intelligence & Machine Learning |  AI & ML For Beginners
ML Fundamentals
Introduction to Artificial Intelligence & Machine Learning | AI & ML For Beginners
Entri Coding മലയാളം Beginner 1y ago
[TVM] Universally Deploy Large-language Models via ML Compilation - Tianqi Chen, CMU & OctoAI
ML Fundamentals
[TVM] Universally Deploy Large-language Models via ML Compilation - Tianqi Chen, CMU & OctoAI
PyTorch Beginner 1y ago
[TRITON] Maximizing Kernel Development Productivity Under Performance Constraints - Philip Tillet
ML Fundamentals
[TRITON] Maximizing Kernel Development Productivity Under Performance Constraints - Philip Tillet
PyTorch Advanced 1y ago
Building Scientific Computing Infrastructure Software with the PyTorch Ecosystem - Bharath Ramsundar
ML Fundamentals
Building Scientific Computing Infrastructure Software with the PyTorch Ecosystem - Bharath Ramsundar
PyTorch Intermediate 1y ago
Lightning Talk: In-Transit Machine Learning Using PyTorch on Frontier Exascale System- Vineeth Gutta
ML Fundamentals ⚡ AI Lesson
Lightning Talk: In-Transit Machine Learning Using PyTorch on Frontier Exascale System- Vineeth Gutta
PyTorch Intermediate 1y ago
Torch.Compile for Autograd, DDP and FSDP - Will Feng , Chien-Chin Huang & Simon Fan, Meta
ML Fundamentals
Torch.Compile for Autograd, DDP and FSDP - Will Feng , Chien-Chin Huang & Simon Fan, Meta
PyTorch Beginner 1y ago
Building PyTorch Computer Vision Algorithms for 100 Skin Shades - Emmanuel Acheampong, roboMUA
ML Fundamentals ⚡ AI Lesson
Building PyTorch Computer Vision Algorithms for 100 Skin Shades - Emmanuel Acheampong, roboMUA
PyTorch Intermediate 1y ago
Keynote: Ray: A Distributed Framework for Heterogeneous Computing - Ion Stoica, UC Berkeley
ML Fundamentals
Keynote: Ray: A Distributed Framework for Heterogeneous Computing - Ion Stoica, UC Berkeley
PyTorch Advanced 1y ago
BASIC AUTOMATION SCRIPTING | SOFTWARE TESTING FOR BEGINNERS #softwaretesting #testing
ML Fundamentals
BASIC AUTOMATION SCRIPTING | SOFTWARE TESTING FOR BEGINNERS #softwaretesting #testing
Entri Coding മലയാളം Beginner 1y ago
Data Pre-Processing Step #1 🔍 - Very Easy But True 📁 - Topic 212 #ai #ml
ML Fundamentals ⚡ AI Lesson
Data Pre-Processing Step #1 🔍 - Very Easy But True 📁 - Topic 212 #ai #ml
deeplizard Beginner 1y ago
Setting Up a Test Environment: A Step-by-Step Guide| Software Testing #softwaretesting #testing
ML Fundamentals
Setting Up a Test Environment: A Step-by-Step Guide| Software Testing #softwaretesting #testing
Entri Coding മലയാളം Beginner 1y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Foundations of Quantum Mechanics
📚 Coursera Course ↗
Self-paced
Foundations of Quantum Mechanics
Opens on Coursera ↗
Computational Thinking with JavaScript 2: Model & Analyse
📚 Coursera Course ↗
Self-paced
Computational Thinking with JavaScript 2: Model & Analyse
Opens on Coursera ↗
Building a Machine Learning Ready Organization
📚 Coursera Course ↗
Self-paced
Building a Machine Learning Ready Organization
Opens on Coursera ↗
Deploy and Scale AI Models with Cloud Run
📚 Coursera Course ↗
Self-paced
Deploy and Scale AI Models with Cloud Run
Opens on Coursera ↗
Computational Neuroscience
📚 Coursera Course ↗
Self-paced
Computational Neuroscience
Opens on Coursera ↗
Deploy & Optimize ML Services Confidently
📚 Coursera Course ↗
Self-paced
Deploy & Optimize ML Services Confidently
Opens on Coursera ↗