Foundations

ML Fundamentals

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

12,142
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
Pass Image Files to Neural Networks ❓🖼️ - Understanding Inputs 🧠 - Topic 219 #ai #ml
ML Fundamentals ⚡ AI Lesson
Pass Image Files to Neural Networks ❓🖼️ - Understanding Inputs 🧠 - Topic 219 #ai #ml
deeplizard Beginner 1y ago
100 Hoodies Giveaway! #shorts #codebasics #data #dataanalyst
ML Fundamentals
100 Hoodies Giveaway! #shorts #codebasics #data #dataanalyst
codebasics Beginner 1y ago
From Zero to Hero: How This Student Became a Full Stack Developer
ML Fundamentals
From Zero to Hero: How This Student Became a Full Stack Developer
Entri Coding മലയാളം Beginner 1y ago
Bridging the Gap  Software Meets Data Science
ML Fundamentals
Bridging the Gap Software Meets Data Science
MLOps.community Intermediate 1y ago
Why Do We Need Activation Functions in Neural Networks?
ML Fundamentals ⚡ AI Lesson
Why Do We Need Activation Functions in Neural Networks?
NeuralNine Beginner 1y ago
Top Software Engineering Internships Pay
ML Fundamentals
Top Software Engineering Internships Pay
Jean Lee Beginner 1y ago
Data Structures in Tamil | A Complete Course For Beginners - Python!
ML Fundamentals
Data Structures in Tamil | A Complete Course For Beginners - Python!
insimpletermz Beginner 1y ago
How to Become a Software Developer
ML Fundamentals
How to Become a Software Developer
Coursera Beginner 1y ago
You Can't Solve This Integral Without Making It Harder
ML Fundamentals
You Can't Solve This Integral Without Making It Harder
ritvikmath Intermediate 1y ago
LoRA - Explained!
ML Fundamentals ⚡ AI Lesson
LoRA - Explained!
CodeEmporium Advanced 1y ago
Data Augmentation in Pre-Processing 🎨 - Enhancing Datasets 🔍 - Topic 218 #ai #ml
ML Fundamentals ⚡ AI Lesson
Data Augmentation in Pre-Processing 🎨 - Enhancing Datasets 🔍 - Topic 218 #ai #ml
deeplizard Beginner 1y ago
What's it take to get a job at Google? | GOOGLE | SUNDAR PICHHAI | JOB | #google #sundarpichai
ML Fundamentals ⚡ AI Lesson
What's it take to get a job at Google? | GOOGLE | SUNDAR PICHHAI | JOB | #google #sundarpichai
Entri Coding മലയാളം Beginner 1y ago
Do You Really Need a Feature Store
ML Fundamentals
Do You Really Need a Feature Store
MLOps.community Intermediate 1y ago
4 steps for machine learning beginners 😮‍💨
0:44
ML Fundamentals ⚡ AI Lesson
4 steps for machine learning beginners 😮‍💨
Sajjaad Khader Beginner 1y ago
Nobel Prize in Physics (& Computer Science?) - Computerphile
ML Fundamentals ⚡ AI Lesson
Nobel Prize in Physics (& Computer Science?) - Computerphile
Computerphile Beginner 1y ago
Coursera Connect Kazakhstan
ML Fundamentals
Coursera Connect Kazakhstan
Coursera Beginner 1y ago
How I made $600,000 freelancing on Upwork.
ML Fundamentals
How I made $600,000 freelancing on Upwork.
Underfitted Beginner 1y ago
How Math makes Machine Learning easy (and how you can learn it)
ML Fundamentals
How Math makes Machine Learning easy (and how you can learn it)
Infinite Codes Beginner 1y ago
Look Ma, no markers: holistic performance capture without the hassle
ML Fundamentals
Look Ma, no markers: holistic performance capture without the hassle
Microsoft Research Beginner 1y ago
Data Science - Hottest field of 2024! #codebasics #datascience #data #shorts
ML Fundamentals ⚡ AI Lesson
Data Science - Hottest field of 2024! #codebasics #datascience #data #shorts
codebasics Beginner 1y ago
7 PROVEN Strategies To Become An AI Engineer (2025 Updated)
ML Fundamentals
7 PROVEN Strategies To Become An AI Engineer (2025 Updated)
AI For Beginners Beginner 1y ago
Leadership insights from Snowflake’s Sridhar Ramaswamy
ML Fundamentals
Leadership insights from Snowflake’s Sridhar Ramaswamy
Weights & Biases Intermediate 1y ago
Software Engineering Internships: 7 Things They Don't Tell You
ML Fundamentals
Software Engineering Internships: 7 Things They Don't Tell You
Jean Lee Intermediate 1y ago
ML Models for Safety-Critical Systems with Lucas García - 705
ML Fundamentals ⚡ AI Lesson
ML Models for Safety-Critical Systems with Lucas García - 705
The TWIML AI Podcast with Sam Charrington Beginner 1y ago
Demand Forecasting For Stores - AI Project in Python
ML Fundamentals ⚡ AI Lesson
Demand Forecasting For Stores - AI Project in Python
NeuralNine Beginner 1y ago
You need to learn this! Unlock the Power of AI (Artificial Intelligence) // FREE CCNA 200-301 Course
ML Fundamentals
You need to learn this! Unlock the Power of AI (Artificial Intelligence) // FREE CCNA 200-301 Course
David Bombal Beginner 1y ago
Computer Vision Explained
ML Fundamentals ⚡ AI Lesson
Computer Vision Explained
365 Data Science Beginner 1y ago
Meet AI’s multitool: Vector embeddings
ML Fundamentals
Meet AI’s multitool: Vector embeddings
Google Cloud Tech Beginner 1y ago
What are text embeddings?
ML Fundamentals ⚡ AI Lesson
What are text embeddings?
Google Cloud Tech Intermediate 1y ago
Fortitude: Forging a Trillion Dollar Space Economy
ML Fundamentals
Fortitude: Forging a Trillion Dollar Space Economy
Saïd Business School, University of Oxford Intermediate 1y ago
Writing Cover Letter for Data Science and Machine Learning Job Search | Interview Accelerator Course
ML Fundamentals
Writing Cover Letter for Data Science and Machine Learning Job Search | Interview Accelerator Course
Sahil Vohra Beginner 1y ago
The Perfect Resume for Data Science & Machine Learning Jobs - Part 2 | Interview Accelerator Course
ML Fundamentals
The Perfect Resume for Data Science & Machine Learning Jobs - Part 2 | Interview Accelerator Course
Sahil Vohra Intermediate 1y ago
Highlights from UBS CEO Sergio Ermotti speaking to MBA students and alumni.
ML Fundamentals
Highlights from UBS CEO Sergio Ermotti speaking to MBA students and alumni.
Saïd Business School, University of Oxford Intermediate 1y ago
PyTorch Conference 2024 Highlights
ML Fundamentals
PyTorch Conference 2024 Highlights
PyTorch Beginner 1y ago
How to Become a Data Scientist: 3 Key Steps 💻
ML Fundamentals
How to Become a Data Scientist: 3 Key Steps 💻
Coursera Beginner 1y ago
Standard Normal Distribution 📈 - Normalizing Data Values 🔢 - Topic 217 #ai #ml
ML Fundamentals ⚡ AI Lesson
Standard Normal Distribution 📈 - Normalizing Data Values 🔢 - Topic 217 #ai #ml
deeplizard Beginner 1y ago
Ultimate Guide to Mastering the Python Interview Challenge!
ML Fundamentals
Ultimate Guide to Mastering the Python Interview Challenge!
Entri Coding മലയാളം Beginner 1y ago
Exciting Project for 2024 | Launch Your Online Food Delivery App!
ML Fundamentals
Exciting Project for 2024 | Launch Your Online Food Delivery App!
Entri Coding മലയാളം Beginner 1y ago
MLOps Across Borders // Gottam Sai Bhrath & Cole Bailey // MLOps Podcast #263 clip
ML Fundamentals
MLOps Across Borders // Gottam Sai Bhrath & Cole Bailey // MLOps Podcast #263 clip
MLOps.community Intermediate 1y ago
Is Tesla’s Humanoid Robot a Game Changer?
ML Fundamentals
Is Tesla’s Humanoid Robot a Game Changer?
Entri Coding മലയാളം Beginner 1y ago
Exciting Project for 2024 | Launch Your Online Food Delivery App!
ML Fundamentals ⚡ AI Lesson
Exciting Project for 2024 | Launch Your Online Food Delivery App!
Entri Coding മലയാളം Beginner 1y ago
Why Normalize Data? 🔍 - Stabilizing Neural Training 📊 - Topic 216 #ai #ml
ML Fundamentals ⚡ AI Lesson
Why Normalize Data? 🔍 - Stabilizing Neural Training 📊 - Topic 216 #ai #ml
deeplizard Beginner 1y ago
Unlock Your Potential: Supervised Learning Made Easy!
ML Fundamentals
Unlock Your Potential: Supervised Learning Made Easy!
Entri Coding മലയാളം Beginner 1y ago
Unlock Your Potential: Supervised Learning Made Easy!
ML Fundamentals
Unlock Your Potential: Supervised Learning Made Easy!
Entri Coding മലയാളം Beginner 1y ago
Tesla's Cybercab: The Future of Taxi is Here
ML Fundamentals
Tesla's Cybercab: The Future of Taxi is Here
Entri Coding മലയാളം Beginner 1y ago
The Secret Coding Language of the Whoop Band!
ML Fundamentals
The Secret Coding Language of the Whoop Band!
Entri Coding മലയാളം Beginner 1y ago
Applications of Machine Learning #shorts #codebasics #data #machinelearning #datascientist
ML Fundamentals ⚡ AI Lesson
Applications of Machine Learning #shorts #codebasics #data #machinelearning #datascientist
codebasics Beginner 1y ago
Resizing Images for Neural Networks 🔄 - Uniform Shape Prep 📏 - Topic 215 #ai #ml
ML Fundamentals ⚡ AI Lesson
Resizing Images for Neural Networks 🔄 - Uniform Shape Prep 📏 - Topic 215 #ai #ml
deeplizard Beginner 1y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Machine Learning in Production
📚 Coursera Course ↗
Self-paced
Machine Learning in Production
Opens on Coursera ↗
Artificial Intelligence on Microsoft Azure
📚 Coursera Course ↗
Self-paced
Artificial Intelligence on Microsoft Azure
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 ↗
No-Code AI Foundations for Business Professionals
📚 Coursera Course ↗
Self-paced
No-Code AI Foundations for Business Professionals
Opens on Coursera ↗
Training, Evaluating, and Monitoring Machine Learning Models
📚 Coursera Course ↗
Self-paced
Training, Evaluating, and Monitoring Machine Learning Models
Opens on Coursera ↗
Introduction to Python for Researchers
📚 Coursera Course ↗
Self-paced
Introduction to Python for Researchers
Opens on Coursera ↗