Foundations

ML Fundamentals

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

11,584
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
Gaurav Gaonkar - From Academia Research to Applied ML Lessons from Academia & Industry
ML Fundamentals ⚡ AI Lesson
Gaurav Gaonkar - From Academia Research to Applied ML Lessons from Academia & Industry
Cohere Intermediate 6mo ago
Student Stress Level Prediction Project by Tanvi Joshi
ML Fundamentals
Student Stress Level Prediction Project by Tanvi Joshi
CloudxLab Official Intermediate 6mo ago
Stanford CS193p: iOS Development with SwiftUI | 2025 | L9: Protocols
ML Fundamentals
Stanford CS193p: iOS Development with SwiftUI | 2025 | L9: Protocols
Stanford Online Intermediate 6mo ago
Stanford CS193p: iOS Development with SwiftUI | 2025 | L7: Animation
ML Fundamentals
Stanford CS193p: iOS Development with SwiftUI | 2025 | L7: Animation
Stanford Online Intermediate 6mo ago
Ideas: Community building, machine learning, and the future of AI
ML Fundamentals
Ideas: Community building, machine learning, and the future of AI
Microsoft Research Intermediate 7mo ago
Unity Catalog: Setting up Catalogs and Workspace Binding
ML Fundamentals ⚡ AI Lesson
Unity Catalog: Setting up Catalogs and Workspace Binding
Databricks Intermediate 7mo ago
Don't Waste 2026 on the Wrong Career (ML vs AI Engineer)
ML Fundamentals
Don't Waste 2026 on the Wrong Career (ML vs AI Engineer)
Zen van Riel Intermediate 7mo ago
Error Handling(Preparing for Failure)
ML Fundamentals
Error Handling(Preparing for Failure)
Next Gen Synthetix Intermediate 7mo ago
Memory Leaks
ML Fundamentals
Memory Leaks
Next Gen Synthetix Intermediate 7mo ago
The AI for Good Specialization is Now Available at DeepLearning.AI
ML Fundamentals ⚡ AI Lesson
The AI for Good Specialization is Now Available at DeepLearning.AI
DeepLearningAI Intermediate 7mo ago
Path Planning for Robotics - Computerphile
ML Fundamentals ⚡ AI Lesson
Path Planning for Robotics - Computerphile
Computerphile Intermediate 7mo ago
“Share” Gets Real: Live Collaboration and Publishing for Jupyter Notebooks - S. Achar & Z. Sailer
ML Fundamentals
“Share” Gets Real: Live Collaboration and Publishing for Jupyter Notebooks - S. Achar & Z. Sailer
JupyterCon Intermediate 7mo ago
I Built a Game in Minutes with AI — Meet Gambo!
ML Fundamentals ⚡ AI Lesson
I Built a Game in Minutes with AI — Meet Gambo!
Analytics Vidhya Intermediate 7mo ago
Data Teams Don’t Need Sides, They Need Support
ML Fundamentals
Data Teams Don’t Need Sides, They Need Support
MLOps.community Intermediate 7mo ago
Team 31243 Phoenix Tech FTC ​⁠Decode @FirstAustralia @FIRSTTechChallenge @REVrobotics
ML Fundamentals
Team 31243 Phoenix Tech FTC ​⁠Decode @FirstAustralia @FIRSTTechChallenge @REVrobotics
Creator Academy Australia Intermediate 7mo ago
AI Will Take 95% of Your Job… But THIS 5% Saves Your Career!
ML Fundamentals ⚡ AI Lesson
AI Will Take 95% of Your Job… But THIS 5% Saves Your Career!
Analytics Vidhya Intermediate 7mo ago
Data Science using AI on Supply Chain Data
ML Fundamentals
Data Science using AI on Supply Chain Data
CloudxLab Official Intermediate 7mo ago
Databricks Asset Bundles
ML Fundamentals ⚡ AI Lesson
Databricks Asset Bundles
Databricks Intermediate 7mo ago
Keynote: Building ML Systems Foundations at the Age of AI - Tianqi Chen, NVIDIA & CMU
ML Fundamentals
Keynote: Building ML Systems Foundations at the Age of AI - Tianqi Chen, NVIDIA & CMU
PyTorch Intermediate 7mo ago
Predict Customer Churn and Boost Revenue with Zunō.Predict on Google Cloud
ML Fundamentals
Predict Customer Churn and Boost Revenue with Zunō.Predict on Google Cloud
Google Cloud Intermediate 8mo ago
Out of 1,000s of backtests, here are the 6 main lessons for strategy success. (EP 38)
ML Fundamentals
Out of 1,000s of backtests, here are the 6 main lessons for strategy success. (EP 38)
Unbiased Trading Intermediate 8mo ago
Applied Deep Learning 2025 - Lecture 5 - Libraries and Practical Aspects
ML Fundamentals
Applied Deep Learning 2025 - Lecture 5 - Libraries and Practical Aspects
Alexander Pacha Intermediate 8mo ago
You are in an MLE interview at Zomato (w/ Anshuman)
ML Fundamentals ⚡ AI Lesson
You are in an MLE interview at Zomato (w/ Anshuman)
Abhishek Thakur Intermediate 8mo ago
I built a neural network that trades stocks - Joshua Kyan Aalampour 10/24/2025
0:25
ML Fundamentals
I built a neural network that trades stocks - Joshua Kyan Aalampour 10/24/2025
Joshua Kyan Aalampour Intermediate 8mo ago
Fine-Tuning is Broken // Tanmay Chopra // AI in Production 2025
ML Fundamentals ⚡ AI Lesson
Fine-Tuning is Broken // Tanmay Chopra // AI in Production 2025
MLOps.community Intermediate 8mo ago
Python Roadmap 2026 | Complete Python Programming Roadmap (Zero to Expert) 🐍
ML Fundamentals
Python Roadmap 2026 | Complete Python Programming Roadmap (Zero to Expert) 🐍
GeeksforGeeks Intermediate 8mo ago
NEURAL NETWORKS: Tools for Discovery
ML Fundamentals ⚡ AI Lesson
NEURAL NETWORKS: Tools for Discovery
Latent Space Intermediate 8mo ago
Career Change in Your 30s? Watch This! 🚀
ML Fundamentals
Career Change in Your 30s? Watch This! 🚀
Coursera Intermediate 8mo ago
“Python Power Setup 💻💻💻"
ML Fundamentals
“Python Power Setup 💻💻💻"
Generative AI aur Prompt Engineering Intermediate 8mo ago
3 Careers After Adobe's Creator Certificate 🎨
ML Fundamentals
3 Careers After Adobe's Creator Certificate 🎨
Coursera Intermediate 8mo ago
Loss Functions for ML - Klaus-Rudolf Kladny and Samuel Simko
ML Fundamentals
Loss Functions for ML - Klaus-Rudolf Kladny and Samuel Simko
Zhijing Jin on AI Insights Intermediate 8mo ago
general explanation for using a moe model that is built in Golang
ML Fundamentals
general explanation for using a moe model that is built in Golang
zach endrulat Intermediate 8mo ago
I Used to Hate Typescript
ML Fundamentals ⚡ AI Lesson
I Used to Hate Typescript
Traversy Media Intermediate 9mo ago
The SECRET Behind Every AI Model 🤖 | Data Pipeline Demystified | AI Workflow | Ch 3 - Pt 1
ML Fundamentals
The SECRET Behind Every AI Model 🤖 | Data Pipeline Demystified | AI Workflow | Ch 3 - Pt 1
Practical AI Pro Intermediate 9mo ago
Not Getting Data Science Jobs? | New Era Begins
ML Fundamentals
Not Getting Data Science Jobs? | New Era Begins
GeeksforGeeks Intermediate 9mo ago
Unlocking the AI Career Path: Engineer vs. Machine Learning Specialist!
ML Fundamentals
Unlocking the AI Career Path: Engineer vs. Machine Learning Specialist!
Zen van Riel Intermediate 9mo ago
Stanford Lecture: The Internal Details of TeX82 - Session 12 (July 30, 1982)
ML Fundamentals ⚡ AI Lesson
Stanford Lecture: The Internal Details of TeX82 - Session 12 (July 30, 1982)
Stanford Online Intermediate 7mo ago
Stanford Lecture: The Internal Details of TeX82 - Session 11 (July 30, 1982)
ML Fundamentals
Stanford Lecture: The Internal Details of TeX82 - Session 11 (July 30, 1982)
Stanford Online Intermediate 7mo ago
Stanford Lecture: The Internal Details of TeX82 - Session 10 (July 30, 1982)
ML Fundamentals ⚡ AI Lesson
Stanford Lecture: The Internal Details of TeX82 - Session 10 (July 30, 1982)
Stanford Online Intermediate 7mo ago
Stanford Lecture: The Internal Details of TeX82 - Session 9 (July 30, 1982)
ML Fundamentals
Stanford Lecture: The Internal Details of TeX82 - Session 9 (July 30, 1982)
Stanford Online Intermediate 7mo ago
Stanford Lecture: The Internal Details of TeX82 - Session 7 (July 29, 1982)
ML Fundamentals ⚡ AI Lesson
Stanford Lecture: The Internal Details of TeX82 - Session 7 (July 29, 1982)
Stanford Online Intermediate 7mo ago
Stanford Lecture: The Internal Details of TeX82 - Session 6 (July 29, 1982)
ML Fundamentals
Stanford Lecture: The Internal Details of TeX82 - Session 6 (July 29, 1982)
Stanford Online Intermediate 7mo ago
0Stanford Lecture: The Internal Details of TeX82 - Session 5 (July 29, 1982)
ML Fundamentals
0Stanford Lecture: The Internal Details of TeX82 - Session 5 (July 29, 1982)
Stanford Online Intermediate 7mo ago
Stanford Lecture: The Internal Details of TeX82 - Session 1 (July 28, 1982)
ML Fundamentals
Stanford Lecture: The Internal Details of TeX82 - Session 1 (July 28, 1982)
Stanford Online Intermediate 7mo ago
Stanford CS193p: iOS Development with SwiftUI | 2025 | L5: Layout & Data Flow
ML Fundamentals
Stanford CS193p: iOS Development with SwiftUI | 2025 | L5: Layout & Data Flow
Stanford Online Intermediate 7mo ago
Data + AI World Tour Paris 2025 | Inscrivez-vous !
ML Fundamentals ⚡ AI Lesson
Data + AI World Tour Paris 2025 | Inscrivez-vous !
Databricks Intermediate 8mo ago
Remote Work Isn't Dead - It's Thriving in THESE Fields
ML Fundamentals
Remote Work Isn't Dead - It's Thriving in THESE Fields
Coursera Intermediate 9mo ago
Stop Fighting Return-to-Office If You Work in THESE Fields
ML Fundamentals
Stop Fighting Return-to-Office If You Work in THESE Fields
Coursera Intermediate 9mo ago
📚 Continue on Coursera External links · Free to audit
1 / 3 View all →
K-Means Clustering 101: World Happiness Report
📚 External: Coursera ↗
Self-paced
K-Means Clustering 101: World Happiness Report
Opens on Coursera ↗
Explainable AI: Scene Classification and GradCam Visualization
📚 External: Coursera ↗
Self-paced
Explainable AI: Scene Classification and GradCam Visualization
Opens on Coursera ↗
Building a Machine Learning Ready Organization
📚 External: Coursera ↗
Self-paced
Building a Machine Learning Ready Organization
Opens on Coursera ↗
Exam Prep AIF-C01: AWS Certified AI Practitioner
📚 External: Coursera ↗
Self-paced
Exam Prep AIF-C01: AWS Certified AI Practitioner
Opens on Coursera ↗
Survey of Data Science
📚 External: Coursera ↗
Self-paced
Survey of Data Science
Opens on Coursera ↗
Classification and Planned Experiments
📚 External: Coursera ↗
Self-paced
Classification and Planned Experiments
Opens on Coursera ↗