Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent โ€” the maths behind AI

13146
lessons
Skills in this topic
View full skill map โ†’
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
๐Ÿš€ Bolt: The AI That Builds Your Website While You Sip Coffee!
ML Fundamentals
๐Ÿš€ Bolt: The AI That Builds Your Website While You Sip Coffee!
Analytics Vidhya Beginner 11mo ago
Working as a Data Science freelancer
ML Fundamentals
Working as a Data Science freelancer
Aladdin Persson Beginner 11mo ago
Filter Value Connections in CNNs ๐Ÿ”— - Understanding Network Weights ๐ŸŽš๏ธ - Topic 269 #ai #ml
ML Fundamentals
Filter Value Connections in CNNs ๐Ÿ”— - Understanding Network Weights ๐ŸŽš๏ธ - Topic 269 #ai #ml
deeplizard Beginner 11mo ago
Shocking Study: Physician Errors as a Leading Cause of Death
ML Fundamentals
Shocking Study: Physician Errors as a Leading Cause of Death
MLOps.community Beginner 11mo ago
Training vs Validation vs Testing
ML Fundamentals
Training vs Validation vs Testing
Aladdin Persson Beginner 11mo ago
Why Mastercard acquired a cyber intelligence company
ML Fundamentals
Why Mastercard acquired a cyber intelligence company
Weights & Biases Intermediate 11mo ago
AI discovers PHYSICS: Lagrange & Hamiltonian (MIT)
ML Fundamentals
AI discovers PHYSICS: Lagrange & Hamiltonian (MIT)
Discover AI Beginner 11mo ago
Charles H  Martin  - WeightWatcher  DataFree Diagnostics for Deep Learning
ML Fundamentals
Charles H Martin - WeightWatcher DataFree Diagnostics for Deep Learning
Cohere Advanced 11mo ago
The Tea Lady Experiment - Numberphile
ML Fundamentals
The Tea Lady Experiment - Numberphile
Numberphile Beginner 11mo ago
Learn real-world skills with AI Tutor | Michael Gawenka, Solutions Consultant, HackerRank
ML Fundamentals
Learn real-world skills with AI Tutor | Michael Gawenka, Solutions Consultant, HackerRank
HackerRank Beginner 11mo ago
AI Concepts You NEED to Know (Learn AI Fast)
ML Fundamentals
AI Concepts You NEED to Know (Learn AI Fast)
Jean Lee Beginner 12mo ago
Vision: Structure of the eye - Explained!
ML Fundamentals
Vision: Structure of the eye - Explained!
CodeEmporium Advanced 12mo ago
Why You Will (Eventually) Suck at Your Job
ML Fundamentals
Why You Will (Eventually) Suck at Your Job
ritvikmath Intermediate 12mo ago
Illustrating Convolutional Layer Connectivity ๐ŸŒ - CNN Structure ๐Ÿ—๏ธ - Topic 268 #ai #ml
ML Fundamentals
Illustrating Convolutional Layer Connectivity ๐ŸŒ - CNN Structure ๐Ÿ—๏ธ - Topic 268 #ai #ml
deeplizard Beginner 12mo ago
Effective way to build communication skills #codebasics #data #communicationskills #english
ML Fundamentals
Effective way to build communication skills #codebasics #data #communicationskills #english
codebasics Beginner 12mo ago
#297 The Past and Future of Language Models | Andriy Burkov, Author of The Hundred-Page ML Book
ML Fundamentals
#297 The Past and Future of Language Models | Andriy Burkov, Author of The Hundred-Page ML Book
DataCamp Advanced 12mo ago
Optimizing AI Infrastructure
ML Fundamentals
Optimizing AI Infrastructure
MLOps.community Intermediate 12mo ago
Reinforcement Learning with Neural Networks: Mathematical Details
ML Fundamentals
Reinforcement Learning with Neural Networks: Mathematical Details
StatQuest (Josh Starmer) Beginner 12mo ago
Accelerate scikit-learn Machine Learning Models 50x with NVIDIA cuML
ML Fundamentals
Accelerate scikit-learn Machine Learning Models 50x with NVIDIA cuML
Krish Naik Beginner 12mo ago
Faster Compute Benchmark: Metaflow on Outerbounds
ML Fundamentals
Faster Compute Benchmark: Metaflow on Outerbounds
Outerbounds Intermediate 12mo ago
The World's LONGEST Klein Bottle - Numberphile
ML Fundamentals
The World's LONGEST Klein Bottle - Numberphile
Numberphile Beginner 12mo ago
The AI Tool That Will Replace Web Developers Is HERE
ML Fundamentals
The AI Tool That Will Replace Web Developers Is HERE
Jean Lee Beginner 12mo ago
Wells Fargoโ€™s AI Just Handled 245M Interactions โ€” No Humans Involved!
ML Fundamentals
Wells Fargoโ€™s AI Just Handled 245M Interactions โ€” No Humans Involved!
Analytics Vidhya Intermediate 12mo ago
How to prepare for the future of development and AI
ML Fundamentals
How to prepare for the future of development and AI
Underfitted Intermediate 12mo ago
Overarchitected with Nick & Holly April ...Rapidfire
ML Fundamentals
Overarchitected with Nick & Holly April ...Rapidfire
Databricks Intermediate 1y ago
Can you solve this SAT question?
ML Fundamentals
Can you solve this SAT question?
Veritasium Intermediate 1y ago
The Boat Race 2025 #oxford #cambridge
ML Fundamentals
The Boat Race 2025 #oxford #cambridge
Saรฏd Business School, University of Oxford Intermediate 1y ago
Measuring the distance to Venus without radar
ML Fundamentals
Measuring the distance to Venus without radar
3Blue1Brown Intermediate 1y ago
What is an Oxford College?
ML Fundamentals
What is an Oxford College?
Saรฏd Business School, University of Oxford Beginner 1y ago
Protect Your Data: Understanding AI Security Risks
ML Fundamentals
Protect Your Data: Understanding AI Security Risks
Data Science Dojo Beginner 1y ago
Gen AI Comprehensive Roadmap
ML Fundamentals
Gen AI Comprehensive Roadmap
GeeksforGeeks Intermediate 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Guest Lecture: Somil Bansal, Stanford
ML Fundamentals
Stanford AA228V I Validation of Safety Critical Systems I Guest Lecture: Somil Bansal, Stanford
Stanford Online Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Explainability
ML Fundamentals
Stanford AA228V I Validation of Safety Critical Systems I Explainability
Stanford Online Beginner 1y ago
Train Self-Supervised Models with LightlyTrain + DINOv2
ML Fundamentals
Train Self-Supervised Models with LightlyTrain + DINOv2
Aladdin Persson Intermediate 11mo ago
AI in Legal use case walkthrough (the good and bad)
ML Fundamentals
AI in Legal use case walkthrough (the good and bad)
MLOps.community Intermediate 12mo ago
Classification Model with HumanLoop
ML Fundamentals
Classification Model with HumanLoop
MLOps.community Intermediate 12mo ago
On Demand Access to 100 GPUs
ML Fundamentals
On Demand Access to 100 GPUs
MLOps.community Intermediate 12mo ago
What Does Effective Checkpointing Mean for Streaming Workloads?
ML Fundamentals
What Does Effective Checkpointing Mean for Streaming Workloads?
MLOps.community Advanced 12mo ago
Filter Weights in Convolutional Layers ๐Ÿ‹๏ธโ€โ™‚๏ธ - CNN Weights Analysis ๐Ÿ“ˆ - Topic 267 #ai #ml
ML Fundamentals
Filter Weights in Convolutional Layers ๐Ÿ‹๏ธโ€โ™‚๏ธ - CNN Weights Analysis ๐Ÿ“ˆ - Topic 267 #ai #ml
deeplizard Beginner 12mo ago
AI 2027: Superhuman AI Could Reshape Humanity
ML Fundamentals
AI 2027: Superhuman AI Could Reshape Humanity
Analytics Vidhya Intermediate 1y ago
Lovable: Build a Full Website with Just a Prompt!
ML Fundamentals
Lovable: Build a Full Website with Just a Prompt!
Analytics Vidhya Beginner 1y ago
The Hottest Programming Language? English.
ML Fundamentals
The Hottest Programming Language? English.
Jean Lee Beginner 1y ago
Hedra: Create Pro Videos Without a Camera!
ML Fundamentals
Hedra: Create Pro Videos Without a Camera!
Analytics Vidhya Intermediate 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Discrete Reachability
ML Fundamentals
Stanford AA228V I Validation of Safety Critical Systems I Discrete Reachability
Stanford Online Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Runtime Monitoring
ML Fundamentals
Stanford AA228V I Validation of Safety Critical Systems I Runtime Monitoring
Stanford Online Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Reachability for Nonlinear Systems
ML Fundamentals
Stanford AA228V I Validation of Safety Critical Systems I Reachability for Nonlinear Systems
Stanford Online Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Reachability for Linear Systems
ML Fundamentals
Stanford AA228V I Validation of Safety Critical Systems I Reachability for Linear Systems
Stanford Online Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Adaptive Importance Sampling
ML Fundamentals
Stanford AA228V I Validation of Safety Critical Systems I Adaptive Importance Sampling
Stanford Online Beginner 1y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
1 / 3 View all โ†’
AI For Everyone
๐Ÿ“š Coursera Course โ†—
Self-paced
AI For Everyone
Opens on Coursera โ†—
Optimize Deep Learning: Tune PyTorch Models
๐Ÿ“š Coursera Course โ†—
Self-paced
Optimize Deep Learning: Tune PyTorch Models
Opens on Coursera โ†—
Production-Ready Multimodal ML Engineering
๐Ÿ“š Coursera Course โ†—
Self-paced
Production-Ready Multimodal ML Engineering
Opens on Coursera โ†—
Algebra: Elementary to Advanced - Equations & Inequalities
๐Ÿ“š Coursera Course โ†—
Self-paced
Algebra: Elementary to Advanced - Equations & Inequalities
Opens on Coursera โ†—
Explainable AI: Scene Classification and GradCam Visualization
๐Ÿ“š Coursera Course โ†—
Self-paced
Explainable AI: Scene Classification and GradCam Visualization
Opens on Coursera โ†—
Information Extraction from Free Text Data in Health
๐Ÿ“š Coursera Course โ†—
Self-paced
Information Extraction from Free Text Data in Health
Opens on Coursera โ†—