Foundations

ML Fundamentals

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

11,118
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
How to Teach Databricks Genie Your Business Language
ML Fundamentals โšก AI Lesson
How to Teach Databricks Genie Your Business Language
Databricks Intermediate 4mo ago
Machine Learning in Production, now available at DeepLearning.AI
ML Fundamentals
Machine Learning in Production, now available at DeepLearning.AI
DeepLearningAI Intermediate 4mo ago
Gaurav Gaonkar - From Academia Research to Applied ML Lessons from Academia & Industry
ML Fundamentals โšก AI Lesson
Gaurav Gaonkar - From Academia Research to Applied ML Lessons from Academia & Industry
Cohere Intermediate 4mo ago
Stanford CS193p: iOS Development with SwiftUI | 2025 | L9: Protocols
ML Fundamentals
Stanford CS193p: iOS Development with SwiftUI | 2025 | L9: Protocols
Stanford Online Intermediate 4mo ago
Stanford CS193p: iOS Development with SwiftUI | 2025 | L8: Animation Demonstration
ML Fundamentals โšก AI Lesson
Stanford CS193p: iOS Development with SwiftUI | 2025 | L8: Animation Demonstration
Stanford Online Intermediate 4mo ago
Unity Catalog: Setting up Catalogs and Workspace Binding
ML Fundamentals โšก AI Lesson
Unity Catalog: Setting up Catalogs and Workspace Binding
Databricks Intermediate 4mo 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 4mo ago
Chill music๐Ÿ˜Œ to relax/study
ML Fundamentals
Chill music๐Ÿ˜Œ to relax/study
NPStation Intermediate 4mo ago
Why Inference Is Becoming the Biggest AI Market
ML Fundamentals โšก AI Lesson
Why Inference Is Becoming the Biggest AI Market
Weights & Biases Intermediate 4mo ago
The AI for Good Specialization is Now Available at DeepLearning.AI
ML Fundamentals โšก AI Lesson
The AI for Good Specialization is Now Available at DeepLearning.AI
DeepLearningAI Intermediate 4mo ago
Path Planning for Robotics - Computerphile
ML Fundamentals โšก AI Lesson
Path Planning for Robotics - Computerphile
Computerphile Intermediate 4mo ago
โ€œShareโ€ Gets Real: Live Collaboration and Publishing for Jupyter Notebooks - S. Achar & Z. Sailer
ML Fundamentals
โ€œShareโ€ Gets Real: Live Collaboration and Publishing for Jupyter Notebooks - S. Achar & Z. Sailer
JupyterCon Intermediate 5mo ago
I Built a Game in Minutes with AI โ€” Meet Gambo!
ML Fundamentals
I Built a Game in Minutes with AI โ€” Meet Gambo!
Analytics Vidhya Intermediate 5mo ago
Data Teams Donโ€™t Need Sides, They Need Support
ML Fundamentals
Data Teams Donโ€™t Need Sides, They Need Support
MLOps.community Intermediate 5mo ago
Team 31243 Phoenix Tech FTC โ€‹โ Decode @FirstAustralia @FIRSTTechChallenge @REVrobotics
ML Fundamentals
Team 31243 Phoenix Tech FTC โ€‹โ Decode @FirstAustralia @FIRSTTechChallenge @REVrobotics
Creator Academy Australia Intermediate 5mo ago
AI Will Take 95% of Your Jobโ€ฆ But THIS 5% Saves Your Career!
ML Fundamentals โšก AI Lesson
AI Will Take 95% of Your Jobโ€ฆ But THIS 5% Saves Your Career!
Analytics Vidhya Intermediate 5mo ago
Predict Customer Churn and Boost Revenue with Zunล.Predict on Google Cloud
ML Fundamentals
Predict Customer Churn and Boost Revenue with Zunล.Predict on Google Cloud
Google Cloud Intermediate 5mo ago
You are in an MLE interview at Zomato (w/ Anshuman)
ML Fundamentals
You are in an MLE interview at Zomato (w/ Anshuman)
Abhishek Thakur Intermediate 5mo ago
21 project 21 days | Building a Digit Recognizer from Scratch
ML Fundamentals
21 project 21 days | Building a Digit Recognizer from Scratch
GeeksforGeeks Intermediate 5mo ago
How Campusโ€™ AI Creates a Personalized College Curriculum
ML Fundamentals
How Campusโ€™ AI Creates a Personalized College Curriculum
The Information Intermediate 5mo ago
Fine-Tuning is Broken // Tanmay Chopra // AI in Production 2025
ML Fundamentals โšก AI Lesson
Fine-Tuning is Broken // Tanmay Chopra // AI in Production 2025
MLOps.community Intermediate 6mo ago
Python Roadmap 2026 | Complete Python Programming Roadmap (Zero to Expert) ๐Ÿ
ML Fundamentals
Python Roadmap 2026 | Complete Python Programming Roadmap (Zero to Expert) ๐Ÿ
GeeksforGeeks Intermediate 6mo ago
NEURAL NETWORKS: Tools for Discovery
ML Fundamentals โšก AI Lesson
NEURAL NETWORKS: Tools for Discovery
Latent Space Intermediate 6mo ago
Career Change in Your 30s? Watch This! ๐Ÿš€
ML Fundamentals
Career Change in Your 30s? Watch This! ๐Ÿš€
Coursera Intermediate 6mo ago
Deploying Python on AWS
ML Fundamentals โšก AI Lesson
Deploying Python on AWS
DataCamp Intermediate 6mo ago
Evan You โ€“ From Art School Kid to Open Source Legend [Podcast #192]
ML Fundamentals โšก AI Lesson
Evan You โ€“ From Art School Kid to Open Source Legend [Podcast #192]
freeCodeCamp.org Intermediate 6mo ago
3 Careers After Adobe's Creator Certificate ๐ŸŽจ
ML Fundamentals
3 Careers After Adobe's Creator Certificate ๐ŸŽจ
Coursera Intermediate 6mo ago
Tesla Stock Price Prediction using RNN | Deep Learning Project in Tamil | AI in Stock Market
ML Fundamentals
Tesla Stock Price Prediction using RNN | Deep Learning Project in Tamil | AI in Stock Market
Adi Explains 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 4mo ago
Unity Catalog: Setting up Catalogs and Workspace Binding
ML Fundamentals โšก AI Lesson
Unity Catalog: Setting up Catalogs and Workspace Binding
Databricks Intermediate 4mo ago
Stanford Lecture: The Internal Details of TeX82 - Session 12 (July 30, 1982)
ML Fundamentals
Stanford Lecture: The Internal Details of TeX82 - Session 12 (July 30, 1982)
Stanford Online Intermediate 4mo 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 4mo ago
Stanford Lecture: The Internal Details of TeX82 - Session 10 (July 30, 1982)
ML Fundamentals โšก AI Lesson
Stanford Lecture: The Internal Details of TeX82 - Session 10 (July 30, 1982)
Stanford Online Intermediate 4mo 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 4mo ago
Stanford Lecture: The Internal Details of TeX82 - Session 8 (July 29, 1982)
ML Fundamentals โšก AI Lesson
Stanford Lecture: The Internal Details of TeX82 - Session 8 (July 29, 1982)
Stanford Online Intermediate 4mo ago
Stanford Lecture: The Internal Details of TeX82 - Session 7 (July 29, 1982)
ML Fundamentals โšก AI Lesson
Stanford Lecture: The Internal Details of TeX82 - Session 7 (July 29, 1982)
Stanford Online Intermediate 4mo 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 4mo 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 4mo ago
Stanford Lecture: The Internal Details of TeX82 - Session 4 (July 28, 1982)
ML Fundamentals
Stanford Lecture: The Internal Details of TeX82 - Session 4 (July 28, 1982)
Stanford Online Intermediate 4mo ago
Stanford Lecture: The Internal Details of TeX82 - Session 2 (July 28, 1982)
ML Fundamentals
Stanford Lecture: The Internal Details of TeX82 - Session 2 (July 28, 1982)
Stanford Online Intermediate 4mo ago
Stanford Lecture: The Internal Details of TeX82 - Session 3 (July 28, 1982)
ML Fundamentals
Stanford Lecture: The Internal Details of TeX82 - Session 3 (July 28, 1982)
Stanford Online Intermediate 4mo 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 4mo 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 4mo ago
Stanford CS193p: iOS Development with SwiftUI | 2025 | L3: Model and UI & Swift Type System
ML Fundamentals
Stanford CS193p: iOS Development with SwiftUI | 2025 | L3: Model and UI & Swift Type System
Stanford Online Intermediate 5mo ago
Stanford CS193p: iOS Development with SwiftUI | 2025 | L2: Code Breaker App
ML Fundamentals โšก AI Lesson
Stanford CS193p: iOS Development with SwiftUI | 2025 | L2: Code Breaker App
Stanford Online Intermediate 5mo ago
Databricks Asset Bundles
ML Fundamentals โšก AI Lesson
Databricks Asset Bundles
Databricks Intermediate 5mo ago
Data + AI World Tour Paris 2025 | 2 dรฉcembre | Rรฉservez votre place !
ML Fundamentals โšก AI Lesson
Data + AI World Tour Paris 2025 | 2 dรฉcembre | Rรฉservez votre place !
Databricks Intermediate 5mo ago
Data + AI World Tour Paris 2025 | Inscrivez-vous !
ML Fundamentals โšก AI Lesson
Data + AI World Tour Paris 2025 | Inscrivez-vous !
Databricks Intermediate 6mo ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
1 / 3 View all โ†’
GenAI for Employee Engagement: Driving Real-Time Insights
๐Ÿ“š Coursera Course โ†—
Self-paced
GenAI for Employee Engagement: Driving Real-Time Insights
Opens on Coursera โ†—
Advanced Machine Learning and Deep Learning
๐Ÿ“š Coursera Course โ†—
Self-paced
Advanced Machine Learning and Deep Learning
Opens on Coursera โ†—
Machine Learning Operations (MLOps): Getting Started
๐Ÿ“š Coursera Course โ†—
Self-paced
Machine Learning Operations (MLOps): Getting Started
Opens on Coursera โ†—
Creating Multi Task Models With Keras
๐Ÿ“š Coursera Course โ†—
Self-paced
Creating Multi Task Models With Keras
Opens on Coursera โ†—
AWS: Model Training , Optimization & Deployment
๐Ÿ“š Coursera Course โ†—
Self-paced
AWS: Model Training , Optimization & Deployment
Opens on Coursera โ†—
Building, Optimizing, and Validating Machine Learning Models
๐Ÿ“š Coursera Course โ†—
Self-paced
Building, Optimizing, and Validating Machine Learning Models
Opens on Coursera โ†—