Foundations

ML Fundamentals

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

11,960
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
Linus Torvalds Explains The Beginning Of Linux #shorts #linux #opensource #programming
ML Fundamentals
Linus Torvalds Explains The Beginning Of Linux #shorts #linux #opensource #programming
WebKnower Beginner 1h ago
AI With Python Full Course 2026 [FREE] | Learn Artificial Intelligence With Python | Simplilearn
ML Fundamentals
AI With Python Full Course 2026 [FREE] | Learn Artificial Intelligence With Python | Simplilearn
Simplilearn Beginner 2h ago
NOT USING Granite 4.1 ASR - The Fastest ASR?
ML Fundamentals
NOT USING Granite 4.1 ASR - The Fastest ASR?
Sam Witteveen Advanced 2h ago
AI With Python Full Course 2026 [FREE] | Learn Artificial Intelligence With Python | Simplilearn
ML Fundamentals
AI With Python Full Course 2026 [FREE] | Learn Artificial Intelligence With Python | Simplilearn
Simplilearn Beginner 2h ago
Structured vs Unstructured Data in 100 Seconds
ML Fundamentals
Structured vs Unstructured Data in 100 Seconds
GeeksforGeeks Beginner 4h ago
Stanford CS153 Frontier Systems | Jensen Huang from NVIDIA on the Compute Behind Intelligence
ML Fundamentals
Stanford CS153 Frontier Systems | Jensen Huang from NVIDIA on the Compute Behind Intelligence
Stanford Online Advanced 23h ago
3 tips for stopping flaky tests
ML Fundamentals
3 tips for stopping flaky tests
Google for Developers Intermediate 1d ago
PyTorch 2.12 Release Live Q&A
ML Fundamentals
PyTorch 2.12 Release Live Q&A
PyTorch Advanced 1d ago
What Are AI Skills and How Do They Actually Work?
ML Fundamentals
What Are AI Skills and How Do They Actually Work?
Real Python Beginner 1d ago
Red & Black Knights (extraordinary result) - Numberphile
ML Fundamentals
Red & Black Knights (extraordinary result) - Numberphile
Numberphile Beginner 2d ago
ML explained in just 100 seconds!
ML Fundamentals
ML explained in just 100 seconds!
GeeksforGeeks Beginner 2d ago
Training High-Resolution Weather Models (Regional) with NVIDIA Earth-2
ML Fundamentals
Training High-Resolution Weather Models (Regional) with NVIDIA Earth-2
NVIDIA Developer Intermediate 2d ago
Build Python Web Frontends With Jinja Templates
ML Fundamentals
Build Python Web Frontends With Jinja Templates
Real Python Beginner 2d ago
ONNX: The PDF Format For Neural Networks
ML Fundamentals
ONNX: The PDF Format For Neural Networks
NeuralNine Intermediate 3d ago
Linus Torvalds Explains Why Linux Uses A Penguin #shorts #linux #penguin #tux
ML Fundamentals
Linus Torvalds Explains Why Linux Uses A Penguin #shorts #linux #penguin #tux
WebKnower Intermediate 3d ago
What happens when passing a triangle to the shape union area function?
ML Fundamentals
What happens when passing a triangle to the shape union area function?
Google for Developers Beginner 3d ago
MLX Genmedia — Prince Canuma, Arcee
ML Fundamentals
MLX Genmedia — Prince Canuma, Arcee
AI Engineer Intermediate 3d ago
The Secret of Reinforcement Learning #ai #podcast
ML Fundamentals
The Secret of Reinforcement Learning #ai #podcast
The MAD Podcast with Matt Turck Beginner 4d ago
[Live] Data Professor - Bioinformatics from Scratch Ep 8
ML Fundamentals
[Live] Data Professor - Bioinformatics from Scratch Ep 8
Data Professor Intermediate 4d ago
[Live] Data Professor - Bioinformatics from Scratch Ep 7
ML Fundamentals
[Live] Data Professor - Bioinformatics from Scratch Ep 7
Data Professor Intermediate 5d ago
Why was TypeScript created?
ML Fundamentals
Why was TypeScript created?
Microsoft Developer Intermediate 6d ago
Why was TypeScript created?
ML Fundamentals
Why was TypeScript created?
Microsoft Developer Intermediate 6d ago
⚡️ Matt Pocock - Why Engineering Fundamentals matter MORE now
ML Fundamentals
⚡️ Matt Pocock - Why Engineering Fundamentals matter MORE now
Latent Space Intermediate 6d ago
CuTe DSL for JAX Developers: Writing Custom GPU Kernels in Python
ML Fundamentals
CuTe DSL for JAX Developers: Writing Custom GPU Kernels in Python
NVIDIA Developer Beginner 1w ago
Lions, Koalas, & GPUs: Optimizing AI Inference
ML Fundamentals
Lions, Koalas, & GPUs: Optimizing AI Inference
Google Cloud Intermediate 1w ago
AI With Python Full Course 2026 [FREE] | Learn Artificial Intelligence With Python | Simplilearn
ML Fundamentals
AI With Python Full Course 2026 [FREE] | Learn Artificial Intelligence With Python | Simplilearn
Simplilearn Beginner 20h ago
AI With Python Full Course 2026 [FREE] | Learn Artificial Intelligence With Python | Simplilearn
ML Fundamentals
AI With Python Full Course 2026 [FREE] | Learn Artificial Intelligence With Python | Simplilearn
Simplilearn Beginner 20h ago
Deep Learning Full Course 2026 [FREE] | Complete Deep Learning Tutorial For Beginners | Simplilearn
ML Fundamentals
Deep Learning Full Course 2026 [FREE] | Complete Deep Learning Tutorial For Beginners | Simplilearn
Simplilearn Beginner 1d ago
Machine Learning With Python Full Course 2026 [FREE] | Python Machine Learning Course | Simplilearn
ML Fundamentals
Machine Learning With Python Full Course 2026 [FREE] | Python Machine Learning Course | Simplilearn
Simplilearn Beginner 2d ago
Machine Learning With Python Full Course 2026 [FREE] | Python Machine Learning Course | Simplilearn
ML Fundamentals
Machine Learning With Python Full Course 2026 [FREE] | Python Machine Learning Course | Simplilearn
Simplilearn Beginner 2d ago
Machine Learning With Python Full Course 2026 [FREE] | Python Machine Learning Course | Simplilearn
ML Fundamentals
Machine Learning With Python Full Course 2026 [FREE] | Python Machine Learning Course | Simplilearn
Simplilearn Beginner 2d ago
Top 9 Machine Learning Algorithms To Learn In 2026 | ML Algorithms Explained | #Shorts #Simplilearn
ML Fundamentals
Top 9 Machine Learning Algorithms To Learn In 2026 | ML Algorithms Explained | #Shorts #Simplilearn
Simplilearn Beginner 2d ago
Real Simplilearn AI/ML Review 2026 | Software Engineer to AI Engineer Journey
ML Fundamentals
Real Simplilearn AI/ML Review 2026 | Software Engineer to AI Engineer Journey
Simplilearn Intermediate 2d ago
What Is NumPy? | Python NumPy Explained | #Shorts | #Simplilearn
ML Fundamentals
What Is NumPy? | Python NumPy Explained | #Shorts | #Simplilearn
Simplilearn Beginner 2d ago
AI With Python Full Course 2026 [FREE] | Learn Artificial Intelligence With Python | Simplilearn
ML Fundamentals
AI With Python Full Course 2026 [FREE] | Learn Artificial Intelligence With Python | Simplilearn
Simplilearn Beginner 2d ago
AI With Python Full Course 2026 [FREE] | Learn Artificial Intelligence With Python | Simplilearn
ML Fundamentals
AI With Python Full Course 2026 [FREE] | Learn Artificial Intelligence With Python | Simplilearn
Simplilearn Beginner 2d ago
AI With Python Full Course 2026 [FREE] | Learn Artificial Intelligence With Python | Simplilearn
ML Fundamentals
AI With Python Full Course 2026 [FREE] | Learn Artificial Intelligence With Python | Simplilearn
Simplilearn Beginner 3d ago
Retry Smarter, Not Harder: Python's Redress Library
ML Fundamentals
Retry Smarter, Not Harder: Python's Redress Library
Real Python Beginner 3d ago
How To Create A Chatbot Using Python In 5 Minutes | Build Chatbot With Python | Simplilearn
ML Fundamentals
How To Create A Chatbot Using Python In 5 Minutes | Build Chatbot With Python | Simplilearn
Simplilearn Beginner 4d ago
Data Scientist vs Software Engineer | Roles, Skills, And Salary Explained | #Shorts | #Simplilearn
ML Fundamentals
Data Scientist vs Software Engineer | Roles, Skills, And Salary Explained | #Shorts | #Simplilearn
Simplilearn Beginner 4d ago
Data Science Full Course 2026 [FREE] | Complete Data Science Tutorial For Beginners | Simplilearn
ML Fundamentals
Data Science Full Course 2026 [FREE] | Complete Data Science Tutorial For Beginners | Simplilearn
Simplilearn Beginner 5d ago
[Live] Data Professor - Bioinformatics from Scratch Ep 7
ML Fundamentals
[Live] Data Professor - Bioinformatics from Scratch Ep 7
Data Professor Intermediate 5d ago
Is Simplilearn AI & ML Bootcamp Worth It? Real Review by Engineering Leader (2026)
ML Fundamentals
Is Simplilearn AI & ML Bootcamp Worth It? Real Review by Engineering Leader (2026)
Simplilearn Intermediate 6d ago
What Are MCP Servers? | MCP Servers Tutorial | MCP Servers Explained | #Shorts | #Simplilearn
ML Fundamentals
What Are MCP Servers? | MCP Servers Tutorial | MCP Servers Explained | #Shorts | #Simplilearn
Simplilearn Advanced 1w ago
Data Scientist vs AI Engineer: Key Differences | Roles, Skills, And Salary | #Shorts | #Simplilearn
ML Fundamentals
Data Scientist vs AI Engineer: Key Differences | Roles, Skills, And Salary | #Shorts | #Simplilearn
Simplilearn Intermediate 1w ago
AI Roadmap for Beginners || Complete AI Roadmap
ML Fundamentals
AI Roadmap for Beginners || Complete AI Roadmap
GeeksforGeeks Beginner 1w ago
Inside Linus Torvalds Linux #shorts #linux #headquarters
ML Fundamentals
Inside Linus Torvalds Linux #shorts #linux #headquarters
WebKnower Intermediate 1w ago
Why Quantum Computers Lose Information
ML Fundamentals
Why Quantum Computers Lose Information
Real Python Beginner 1w ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
AI Workflow: Enterprise Model Deployment
📚 Coursera Course ↗
Self-paced
AI Workflow: Enterprise Model Deployment
Opens on Coursera ↗
Linear Regression with Python
📚 Coursera Course ↗
Self-paced
Linear Regression with Python
Opens on Coursera ↗
Linear Algebra: Matrix Algebra, Determinants, & Eigenvectors
📚 Coursera Course ↗
Self-paced
Linear Algebra: Matrix Algebra, Determinants, & Eigenvectors
Opens on Coursera ↗
Creative AI: Sound, Music and Interaction
📚 Coursera Course ↗
Self-paced
Creative AI: Sound, Music and Interaction
Opens on Coursera ↗
Responsible Innovation and Trustworthy AI
📚 Coursera Course ↗
Self-paced
Responsible Innovation and Trustworthy AI
Opens on Coursera ↗
Industrial Applications of AI
📚 Coursera Course ↗
Self-paced
Industrial Applications of AI
Opens on Coursera ↗