Foundations

ML Fundamentals

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

12,011
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
Stanford CS193p: iOS Development with SwiftUI | 2025 | L2: Code Breaker App
ML Fundamentals ⚡ AI Lesson
Stanford CS193p: iOS Development with SwiftUI | 2025 | L2: Code Breaker App
Stanford Online Intermediate 6mo ago
Stanford CS193p: iOS Development with SwiftUI | 2025 | L1: Intro to Xcode and SwiftUI
ML Fundamentals
Stanford CS193p: iOS Development with SwiftUI | 2025 | L1: Intro to Xcode and SwiftUI
Stanford Online Beginner 6mo ago
The PyTorch for Deep Learning Professional Certificate is live
ML Fundamentals
The PyTorch for Deep Learning Professional Certificate is live
DeepLearningAI Advanced 6mo ago
Webinar: AI and the future of impact finance - what is at stake?
ML Fundamentals ⚡ AI Lesson
Webinar: AI and the future of impact finance - what is at stake?
Saïd Business School, University of Oxford Advanced 6mo ago
Top 5 Skills Every Engineer Should learn in 2026 | High Paying SkillsTo Learn In 2026 | Simplilearn
ML Fundamentals
Top 5 Skills Every Engineer Should learn in 2026 | High Paying SkillsTo Learn In 2026 | Simplilearn
Simplilearn Beginner 6mo ago
Discrete Mathematics Course for Beginners
ML Fundamentals ⚡ AI Lesson
Discrete Mathematics Course for Beginners
freeCodeCamp.org Beginner 6mo ago
Complete Machine Learning Course in Malayalam | Learn ML Step-by-Step
2:09:37
ML Fundamentals ⚡ AI Lesson
Complete Machine Learning Course in Malayalam | Learn ML Step-by-Step
Entri Coding മലയാളം Beginner 6mo ago
AI workload storage options
ML Fundamentals ⚡ AI Lesson
AI workload storage options
Google Cloud Tech Beginner 6mo ago
Python for Data Science #4: Mastering NumPy and Pandas for Data Manipulation
ML Fundamentals
Python for Data Science #4: Mastering NumPy and Pandas for Data Manipulation
Analytics Vidhya Beginner 6mo ago
Python Skills You NEED Before Machine Learning
ML Fundamentals ⚡ AI Lesson
Python Skills You NEED Before Machine Learning
Tech With Tim Beginner 6mo ago
How Sema Balances Work & Learning
ML Fundamentals
How Sema Balances Work & Learning
Coursera Beginner 6mo ago
The Real Story of Calculus - Numberphile
ML Fundamentals
The Real Story of Calculus - Numberphile
Numberphile Beginner 6mo ago
Python Function Levels
ML Fundamentals
Python Function Levels
Coursera Beginner 6mo ago
SOLID Principles Explained Simply | Write Better Object-Oriented Code | Tamil | Karthik's Show
ML Fundamentals
SOLID Principles Explained Simply | Write Better Object-Oriented Code | Tamil | Karthik's Show
Karthik's Show Beginner 6mo ago
Gradient Descent Explained Simply! | How AI Learns Step by Step
ML Fundamentals
Gradient Descent Explained Simply! | How AI Learns Step by Step
FutureSeed AI Beginner 6mo ago
Throughput Is Not All You Need and more
ML Fundamentals ⚡ AI Lesson
Throughput Is Not All You Need and more
West Coast Machine Learning Advanced 6mo ago
From ads to films: Creating with code | TechCrunch Disrupt 2025
ML Fundamentals
From ads to films: Creating with code | TechCrunch Disrupt 2025
TechCrunch Beginner 6mo ago
Open Source Contribution = Standout in the Job Market
ML Fundamentals
Open Source Contribution = Standout in the Job Market
codebasics Beginner 6mo ago
Stop Fighting with Kubernetes! Scale Python to 1000s of Machines with Coiled
ML Fundamentals ⚡ AI Lesson
Stop Fighting with Kubernetes! Scale Python to 1000s of Machines with Coiled
Krish Naik Beginner 6mo ago
Learn Computer Science Machine Learning And Leetcode #shorts #ml #leetcode #learn #computerscience
ML Fundamentals
Learn Computer Science Machine Learning And Leetcode #shorts #ml #leetcode #learn #computerscience
WebKnower Beginner 6mo ago
Databricks Asset Bundles
ML Fundamentals ⚡ AI Lesson
Databricks Asset Bundles
Databricks Intermediate 6mo ago
Flywheel drives privacy-enhanced measurement using AMC on AWS Clean Rooms | Amazon Web Services
ML Fundamentals
Flywheel drives privacy-enhanced measurement using AMC on AWS Clean Rooms | Amazon Web Services
Amazon Web Services Advanced 6mo ago
Pacvue optimizes e-commerce data insights using AMC on AWS Clean Rooms | Amazon Web Services
ML Fundamentals ⚡ AI Lesson
Pacvue optimizes e-commerce data insights using AMC on AWS Clean Rooms | Amazon Web Services
Amazon Web Services Advanced 6mo ago
AI Engineering: A Realistic Roadmap for Beginners
ML Fundamentals
AI Engineering: A Realistic Roadmap for Beginners
Jean Lee Beginner 6mo ago
How Ethernet Sends Data - Computerphile
ML Fundamentals ⚡ AI Lesson
How Ethernet Sends Data - Computerphile
Computerphile Beginner 6mo ago
PyTorch vs TensorFlow — Which Should YOU Learn in 2025? ⚡🤖
ML Fundamentals ⚡ AI Lesson
PyTorch vs TensorFlow — Which Should YOU Learn in 2025? ⚡🤖
Analytics Vidhya Beginner 6mo ago
AI Doctor? How IBM Watson Changed Disease Diagnosis! 🧠⚕️
ML Fundamentals
AI Doctor? How IBM Watson Changed Disease Diagnosis! 🧠⚕️
Arivi by HCL GUVI Beginner 6mo ago
Learn DSA Machine Learning And Python As A Beginner #shorts #coding #python #ml #computerscience
ML Fundamentals ⚡ AI Lesson
Learn DSA Machine Learning And Python As A Beginner #shorts #coding #python #ml #computerscience
WebKnower Beginner 6mo ago
Keynote: Robot Foundation Models - Sergey Levine
ML Fundamentals
Keynote: Robot Foundation Models - Sergey Levine
PyTorch Beginner 6mo ago
Keynote: Enabling PyTorch’s Thousand Ops for Software First Silicon Design - Andrew Ling
ML Fundamentals
Keynote: Enabling PyTorch’s Thousand Ops for Software First Silicon Design - Andrew Ling
PyTorch Beginner 6mo ago
Schur Numbers (the world's biggest proof) - Numberphile
ML Fundamentals
Schur Numbers (the world's biggest proof) - Numberphile
Numberphile Beginner 6mo ago
Faster R-CNN - Explained!
ML Fundamentals ⚡ AI Lesson
Faster R-CNN - Explained!
CodeEmporium Advanced 6mo ago
3 Tech Domains That’ll Boom in 2026 #Shorts #ViralVideo #GfG
ML Fundamentals
3 Tech Domains That’ll Boom in 2026 #Shorts #ViralVideo #GfG
GeeksforGeeks Beginner 6mo ago
Efficient Memory Management for LLM serving
ML Fundamentals
Efficient Memory Management for LLM serving
West Coast Machine Learning Advanced 6mo ago
Is Maths Required for Coding? | Coding Tips for Beginners
ML Fundamentals
Is Maths Required for Coding? | Coding Tips for Beginners
GeeksforGeeks Beginner 6mo 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 6mo ago
Brand new #data and #ai features in #databricks with Zerobus
ML Fundamentals ⚡ AI Lesson
Brand new #data and #ai features in #databricks with Zerobus
Databricks Beginner 6mo ago
Stanford Webinar - AI Safety
ML Fundamentals
Stanford Webinar - AI Safety
Stanford Online Beginner 6mo ago
The Impact of Online Learning
ML Fundamentals
The Impact of Online Learning
Coursera Beginner 6mo ago
Setting Learning Goals That Matter
ML Fundamentals
Setting Learning Goals That Matter
Coursera Beginner 6mo ago
AI vs ML vs DL vs Data Science — What’s the Real Difference? 🤯
ML Fundamentals ⚡ AI Lesson
AI vs ML vs DL vs Data Science — What’s the Real Difference? 🤯
Analytics Vidhya Beginner 6mo ago
The REAL Reason You're Not Getting Hired 💡
ML Fundamentals
The REAL Reason You're Not Getting Hired 💡
Coursera Beginner 6mo ago
Sponsored Session: Lightning Talk: Improving Drug Discovery with Machine Learning... - Simon Axelrod
ML Fundamentals ⚡ AI Lesson
Sponsored Session: Lightning Talk: Improving Drug Discovery with Machine Learning... - Simon Axelrod
PyTorch Beginner 6mo ago
DeepSpeed: Efficient Training Scalability for Deep Learning - Tunji Ruwase, Snowflake
ML Fundamentals
DeepSpeed: Efficient Training Scalability for Deep Learning - Tunji Ruwase, Snowflake
PyTorch Advanced 6mo ago
Helion: A High-level DSL for Kernel Authoring - Jason Ansel, Meta
ML Fundamentals
Helion: A High-level DSL for Kernel Authoring - Jason Ansel, Meta
PyTorch Beginner 6mo ago
Fault Tolerance Training at Pinterest - Chia-Wei Chen & Karthik Anantha Padmanabhan, Pinterest
ML Fundamentals ⚡ AI Lesson
Fault Tolerance Training at Pinterest - Chia-Wei Chen & Karthik Anantha Padmanabhan, Pinterest
PyTorch Advanced 6mo ago
Computer Science Machine Learning JavaScript For Everyone #shorts #js #ml #coding #computerscience
ML Fundamentals
Computer Science Machine Learning JavaScript For Everyone #shorts #js #ml #coding #computerscience
WebKnower Beginner 6mo ago
Programmer Starter Pack
ML Fundamentals
Programmer Starter Pack
Coursera Beginner 6mo ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Innovating with Google Cloud Artificial Intelligence - Français
📚 Coursera Course ↗
Self-paced
Innovating with Google Cloud Artificial Intelligence - Français
Opens on Coursera ↗
Machine Learning Operations (MLOps) with Vertex AI: Model Evaluation - Bahasa Indonesia
📚 Coursera Course ↗
Self-paced
Machine Learning Operations (MLOps) with Vertex AI: Model Evaluation - Bahasa Indonesia
Opens on Coursera ↗
Master Machine Learning with TensorFlow: Basics to Advanced
📚 Coursera Course ↗
Self-paced
Master Machine Learning with TensorFlow: Basics to Advanced
Opens on Coursera ↗
Introduction to Data Management
📚 Coursera Course ↗
Self-paced
Introduction to Data Management
Opens on Coursera ↗
Introduction to Self-Driving Cars
📚 Coursera Course ↗
Self-paced
Introduction to Self-Driving Cars
Opens on Coursera ↗
Building a Trading Bot – Core Features and Data Integration
📚 Coursera Course ↗
Self-paced
Building a Trading Bot – Core Features and Data Integration
Opens on Coursera ↗