Foundations

ML Fundamentals

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

11,998
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
AI Is Coming for THESE Jobs
ML Fundamentals
AI Is Coming for THESE Jobs
Jean Lee Beginner 6mo ago
TensorFlow Full Course 2025 | TensorFlow Tutorial for Beginners | TensorFlow Course| Simplilearn
ML Fundamentals
TensorFlow Full Course 2025 | TensorFlow Tutorial for Beginners | TensorFlow Course| Simplilearn
Simplilearn Beginner 6mo ago
AI in Healthcare Series: Tracking and Trusting AI in Medicine, Dr. Shantanu Nundy
ML Fundamentals
AI in Healthcare Series: Tracking and Trusting AI in Medicine, Dr. Shantanu Nundy
Stanford Online Beginner 6mo ago
Ordinal Numbers - Numberphile
ML Fundamentals
Ordinal Numbers - Numberphile
Numberphile Beginner 6mo ago
Don’t Accept the First Offer As An Engineer
ML Fundamentals
Don’t Accept the First Offer As An Engineer
Jean Lee Beginner 6mo ago
🤯 Scientists Are Teaching Brain Cells to Think Like AI! 🧬 #ai #arivibyguvi
ML Fundamentals
🤯 Scientists Are Teaching Brain Cells to Think Like AI! 🧬 #ai #arivibyguvi
Arivi by HCL GUVI Beginner 6mo ago
How Computers Store Data Serially - Computerphile
ML Fundamentals ⚡ AI Lesson
How Computers Store Data Serially - Computerphile
Computerphile Beginner 6mo ago
How Coding Changes the Way You Think
ML Fundamentals
How Coding Changes the Way You Think
NPStation Beginner 6mo ago
Cohere Labs Research Hangouts with Alejandro Salamanca and Kocmi Tom
ML Fundamentals ⚡ AI Lesson
Cohere Labs Research Hangouts with Alejandro Salamanca and Kocmi Tom
Cohere Beginner 6mo ago
The Big Picture: AI, Machine Learning, and Neural Networks
ML Fundamentals
The Big Picture: AI, Machine Learning, and Neural Networks
TechWorld with Nana Beginner 7mo ago
Causation vs Correlation | The Most Confused Concept in Data Science
ML Fundamentals ⚡ AI Lesson
Causation vs Correlation | The Most Confused Concept in Data Science
AI For Beginners Beginner 7mo ago
What Is an Autoencoder? (Deep Learning’s Secret Trick to Compress & Rebuild Data)
ML Fundamentals
What Is an Autoencoder? (Deep Learning’s Secret Trick to Compress & Rebuild Data)
flowindata Beginner 7mo ago
The Anti-Knight Killer Sudoku - Numberphile
ML Fundamentals
The Anti-Knight Killer Sudoku - Numberphile
Numberphile Beginner 7mo ago
What Does an AI Ops Engineer Do? | Role, Responsibilities, and Skills #shorts #simplilearn
ML Fundamentals
What Does an AI Ops Engineer Do? | Role, Responsibilities, and Skills #shorts #simplilearn
Simplilearn Beginner 7mo ago
Class 27 Video: Feature Extraction and Machine Learning
ML Fundamentals ⚡ AI Lesson
Class 27 Video: Feature Extraction and Machine Learning
MIT OpenCourseWare Beginner 7mo ago
Video 29a: Feature Extraction and Machine Learning (III): Artificial Intelligence
ML Fundamentals
Video 29a: Feature Extraction and Machine Learning (III): Artificial Intelligence
MIT OpenCourseWare Beginner 7mo ago
Python for Data Science #3: OOP, Inheritence, Polymorphism, Constructors
ML Fundamentals
Python for Data Science #3: OOP, Inheritence, Polymorphism, Constructors
Analytics Vidhya Beginner 7mo ago
Learn Machine Learning And Deep Learning The Easy Way #shorts #ml #ai #beginners #tutorial #coding
ML Fundamentals
Learn Machine Learning And Deep Learning The Easy Way #shorts #ml #ai #beginners #tutorial #coding
WebKnower Beginner 7mo ago
Driving Transformation at Navy Federal Credit Union | Data + AI Executive Series
ML Fundamentals ⚡ AI Lesson
Driving Transformation at Navy Federal Credit Union | Data + AI Executive Series
Databricks Beginner 7mo ago
The #1 Machine Learning Course for Complete Beginners | Start Your AI Journey
ML Fundamentals
The #1 Machine Learning Course for Complete Beginners | Start Your AI Journey
Coursera Beginner 7mo ago
Career Change at 40? Watch This First! 🚀
ML Fundamentals
Career Change at 40? Watch This First! 🚀
Coursera Beginner 7mo ago
What is LSTM? | LSTM Explained in Tamil | Deep Learning Tamil Tutorial for Beginners | Adi Explains
ML Fundamentals
What is LSTM? | LSTM Explained in Tamil | Deep Learning Tamil Tutorial for Beginners | Adi Explains
Adi Explains Beginner 7mo ago
What is Docker? 🔥 Explained in Tamil | Why Every Developer Needs It | Full Tutorial + Demo!
ML Fundamentals
What is Docker? 🔥 Explained in Tamil | Why Every Developer Needs It | Full Tutorial + Demo!
Arivi by HCL GUVI Beginner 7mo ago
Channeling my Inner Steve Irwin 🤠 Nature Break with Mandy & Swallowtail 🐛
ML Fundamentals ⚡ AI Lesson
Channeling my Inner Steve Irwin 🤠 Nature Break with Mandy & Swallowtail 🐛
deeplizard Beginner 7mo ago
Machine Learning Full Course 2026 | Machine Learning Tutorial | Machine Learning Roadmap | Edureka
10:49:57
ML Fundamentals ⚡ AI Lesson
Machine Learning Full Course 2026 | Machine Learning Tutorial | Machine Learning Roadmap | Edureka
edureka! Beginner 7mo ago
Network Layers Model (Networking Basics) - Computerphile
ML Fundamentals ⚡ AI Lesson
Network Layers Model (Networking Basics) - Computerphile
Computerphile Beginner 7mo ago
Time Complexity Explained for Beginners | Hello DSA Series
ML Fundamentals
Time Complexity Explained for Beginners | Hello DSA Series
Mayank Aggarwal Beginner 7mo ago
Which tech skill are you choosing? Comment your pick! 💬  #TechTrends #learntocode
ML Fundamentals
Which tech skill are you choosing? Comment your pick! 💬 #TechTrends #learntocode
CydexCode Beginner 7mo ago
ML Project Life Cycle in a Nutshell!
ML Fundamentals
ML Project Life Cycle in a Nutshell!
codebasics Beginner 7mo ago
RNN in Tamil | Deep Learning in Tamil | Vanishing Gradient | Exploding Gradient | Adi Explains
ML Fundamentals
RNN in Tamil | Deep Learning in Tamil | Vanishing Gradient | Exploding Gradient | Adi Explains
Adi Explains Beginner 7mo ago
Python for Data Science #2: Numbers, Strings and Functions
ML Fundamentals ⚡ AI Lesson
Python for Data Science #2: Numbers, Strings and Functions
Analytics Vidhya Beginner 7mo ago
Data Science as a Service | Kumo AI Full Walkthrough
ML Fundamentals ⚡ AI Lesson
Data Science as a Service | Kumo AI Full Walkthrough
James Briggs Beginner 7mo ago
Became (AI Product Owner 🔥) with 9 years of Non-IT Work Experience: how?
ML Fundamentals
Became (AI Product Owner 🔥) with 9 years of Non-IT Work Experience: how?
AI Coach John (Tamil) Beginner 7mo ago
Stanford CS230 | Autumn 2025 | Lecture 1: Introduction to Deep Learning
ML Fundamentals
Stanford CS230 | Autumn 2025 | Lecture 1: Introduction to Deep Learning
Stanford Online Beginner 7mo ago
AI Learns to Sumo Wrestle (deep reinforcement learning)
ML Fundamentals ⚡ AI Lesson
AI Learns to Sumo Wrestle (deep reinforcement learning)
AI Warehouse Beginner 7mo ago
Unitree G1 Security Disaster
ML Fundamentals ⚡ AI Lesson
Unitree G1 Security Disaster
Sentdex Beginner 7mo ago
MCP vs RAG Explained in Tamil: What’s the Difference in Simple Terms? | Karthik's Show
ML Fundamentals ⚡ AI Lesson
MCP vs RAG Explained in Tamil: What’s the Difference in Simple Terms? | Karthik's Show
Karthik's Show Beginner 7mo ago
The Truth About Tech Interviews Nobody Tells You
ML Fundamentals
The Truth About Tech Interviews Nobody Tells You
Jean Lee Beginner 6mo ago
The Best Paying AI Jobs In 2026
ML Fundamentals
The Best Paying AI Jobs In 2026
Jean Lee Beginner 7mo ago
How AI Will Impact Jobs by 2026 | The Future of Jobs in AI #shorts #simplilearn
ML Fundamentals
How AI Will Impact Jobs by 2026 | The Future of Jobs in AI #shorts #simplilearn
Simplilearn Beginner 7mo ago
How Much Math Do You Need for AI?
ML Fundamentals
How Much Math Do You Need for AI?
Jean Lee Beginner 7mo ago
Support Vector Machine RBF | When Linear Kernels Fail, RBF Succeeds
ML Fundamentals
Support Vector Machine RBF | When Linear Kernels Fail, RBF Succeeds
Coursera Beginner 7mo ago
How to Learn The Math for Machine Learning and AI
ML Fundamentals
How to Learn The Math for Machine Learning and AI
Jean Lee Beginner 7mo ago
How Support Vectors Define Decision Boundaries
ML Fundamentals
How Support Vectors Define Decision Boundaries
Coursera Beginner 7mo ago
The Secret of the Raffle Function (epic proof) - Numberphile
ML Fundamentals
The Secret of the Raffle Function (epic proof) - Numberphile
Numberphile Beginner 7mo ago
Random Forest Tutorial | Why 100 Trees Beat 1 Tree
ML Fundamentals
Random Forest Tutorial | Why 100 Trees Beat 1 Tree
Coursera Beginner 7mo ago
🤯 ML Beginners, STOP! The 3 Mistakes That Will Destroy Your Career! 🚀
ML Fundamentals
🤯 ML Beginners, STOP! The 3 Mistakes That Will Destroy Your Career! 🚀
Analytics Vidhya Beginner 7mo ago
🔥Generative AI Engineer Salary in 2026 | How Much Do Gen AI Experts Earn? #Shorts  #simplilearn
ML Fundamentals
🔥Generative AI Engineer Salary in 2026 | How Much Do Gen AI Experts Earn? #Shorts #simplilearn
Simplilearn Beginner 7mo ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Mathematics for Machine Learning: Multivariate Calculus
📚 Coursera Course ↗
Self-paced
Mathematics for Machine Learning: Multivariate Calculus
Opens on Coursera ↗
Create Image Captioning Models - Italiano
📚 Coursera Course ↗
Self-paced
Create Image Captioning Models - Italiano
Opens on Coursera ↗
SAS Certification Practice Exams
📚 Coursera Course ↗
Self-paced
SAS Certification Practice Exams
Opens on Coursera ↗
Integral Calculus & The Fundamental Theorem
📚 Coursera Course ↗
Self-paced
Integral Calculus & The Fundamental Theorem
Opens on Coursera ↗
Doğrusal Cebir I: Uzaylar ve İşlemciler / Linear Algebra I: Spaces and Operators
📚 Coursera Course ↗
Self-paced
Doğrusal Cebir I: Uzaylar ve İşlemciler / Linear Algebra I: Spaces and Operators
Opens on Coursera ↗
Practical Guide to Mastering C++ Smart Pointers - Part 02
📚 Coursera Course ↗
Self-paced
Practical Guide to Mastering C++ Smart Pointers - Part 02
Opens on Coursera ↗