Foundations

ML Fundamentals

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

12,011
lessons
Skills in this topic
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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
Want to Shape AI's Future? Become an AI Architect!
ML Fundamentals
Want to Shape AI's Future? Become an AI Architect!
Coursera Beginner 1y ago
This might be stupid, but I don't debug my code anymore
ML Fundamentals
This might be stupid, but I don't debug my code anymore
Underfitted Beginner 1y ago
Tutorial: AMT Coding Challenge (OUCC) Python Lesson. Same Close Diffrerent, Countdown.
ML Fundamentals
Tutorial: AMT Coding Challenge (OUCC) Python Lesson. Same Close Diffrerent, Countdown.
Creator Academy Australia Beginner 1y ago
Sparse vs Dense Connections in Layers ๐ŸŒ - Neural Network Insights ๐Ÿ”ฌ - Topic 263 #ai #ml
ML Fundamentals โšก AI Lesson
Sparse vs Dense Connections in Layers ๐ŸŒ - Neural Network Insights ๐Ÿ”ฌ - Topic 263 #ai #ml
deeplizard Beginner 1y ago
Gradient Descent in 100 Seconds
ML Fundamentals
Gradient Descent in 100 Seconds
Infinite Codes Beginner 1y ago
TWed Talk: Thilanka Munasinghe (26 Mar 2025)
ML Fundamentals โšก AI Lesson
TWed Talk: Thilanka Munasinghe (26 Mar 2025)
Tetherless World Beginner 1y ago
End to End Gen AI Course | Session 16 | Build LLM Model | Calculate Training and Validation Loss
ML Fundamentals
End to End Gen AI Course | Session 16 | Build LLM Model | Calculate Training and Validation Loss
GEN AI hub Beginner 1y ago
Overfitting vs Underfitting
ML Fundamentals โšก AI Lesson
Overfitting vs Underfitting
Aladdin Persson Beginner 1y ago
Stock Market for Beginners | How to predict Indian Market in 2025?
ML Fundamentals
Stock Market for Beginners | How to predict Indian Market in 2025?
GeeksforGeeks Beginner 1y ago
How FAST Can You Become an AI or ML Engineer?
ML Fundamentals
How FAST Can You Become an AI or ML Engineer?
Jean Lee Beginner 1y ago
Difference between AI vs ML vs DL
ML Fundamentals โšก AI Lesson
Difference between AI vs ML vs DL
Aladdin Persson Beginner 1y ago
From self-learning to teachingโ€”how Jay Alammar cracked Machine Learning! #machinelearning #podcast
ML Fundamentals
From self-learning to teachingโ€”how Jay Alammar cracked Machine Learning! #machinelearning #podcast
Data Science Dojo Beginner 1y ago
Image Data Processing in CNNs ๐Ÿ–ผ๏ธ - Network Layers Explained ๐Ÿ“š - Topic 262 #ai #ml
ML Fundamentals โšก AI Lesson
Image Data Processing in CNNs ๐Ÿ–ผ๏ธ - Network Layers Explained ๐Ÿ“š - Topic 262 #ai #ml
deeplizard Beginner 1y ago
How google translation works? #scienceandtechnology #aitranslator #techintamil
ML Fundamentals
How google translation works? #scienceandtechnology #aitranslator #techintamil
Arivi by HCL GUVI Beginner 1y ago
Quantum AI Revolution: Enhancing Machine Learning with Qubits | PwC | Edureka
ML Fundamentals
Quantum AI Revolution: Enhancing Machine Learning with Qubits | PwC | Edureka
edureka! Beginner 1y ago
Live Q&A- Away From Home
ML Fundamentals
Live Q&A- Away From Home
Krish Naik Beginner 1y ago
The Truth About LeetCode Problems
ML Fundamentals
The Truth About LeetCode Problems
Jean Lee Beginner 1y ago
AI Engineer Career in 70 Seconds ๐Ÿค–
ML Fundamentals
AI Engineer Career in 70 Seconds ๐Ÿค–
Coursera Beginner 1y ago
cleverdash.ai: Complete Flow from Signup to Your First Dashboard | #5
ML Fundamentals
cleverdash.ai: Complete Flow from Signup to Your First Dashboard | #5
Random code Beginner 1y ago
30 Machine Learning Facts Most People Get Wrong
ML Fundamentals
30 Machine Learning Facts Most People Get Wrong
Infinite Codes Beginner 1y ago
Criminal Networks
ML Fundamentals โšก AI Lesson
Criminal Networks
Data Skeptic Beginner 1y ago
Evolution of back propagation: Who invented it?
ML Fundamentals โšก AI Lesson
Evolution of back propagation: Who invented it?
CodeEmporium Beginner 1y ago
New MacBook Air M4 13โ€ - Starlight (2025) Unboxing & First-Look!
ML Fundamentals
New MacBook Air M4 13โ€ - Starlight (2025) Unboxing & First-Look!
AI Researcher Beginner 1y ago
I built a simple example using the new OpenAI Response API (this is cool!)
ML Fundamentals โšก AI Lesson
I built a simple example using the new OpenAI Response API (this is cool!)
Underfitted Beginner 1y ago
The Hyper Moser (and other Mega Numbers) - Numberphile
ML Fundamentals
The Hyper Moser (and other Mega Numbers) - Numberphile
Numberphile Beginner 1y ago
The Ethics of Explainability in Human and AI decision-making | Carlo Cordasco
ML Fundamentals
The Ethics of Explainability in Human and AI decision-making | Carlo Cordasco
Saรฏd Business School, University of Oxford Beginner 1y ago
Deep Learning with PyTorch Full Course | Master PyTorch, Tensors, and Neural Networks
ML Fundamentals โšก AI Lesson
Deep Learning with PyTorch Full Course | Master PyTorch, Tensors, and Neural Networks
DataCamp Beginner 1y ago
The Four Fundamental Subspaces and Least Squares
ML Fundamentals
The Four Fundamental Subspaces and Least Squares
MIT OpenCourseWare Beginner 1y ago
Cross-Cloud Management Made Easy
ML Fundamentals
Cross-Cloud Management Made Easy
MLOps.community Beginner 1y ago
Python Beginners Project | Predict Cricket Score PART II | LIVE Project Building | GeeksforGeeks
ML Fundamentals
Python Beginners Project | Predict Cricket Score PART II | LIVE Project Building | GeeksforGeeks
GeeksforGeeks Beginner 1y ago
End to End Gen AI Course | Session 12 | LLM Architecture | Shortcut Connection
ML Fundamentals
End to End Gen AI Course | Session 12 | LLM Architecture | Shortcut Connection
GEN AI hub Beginner 1y ago
Top 10 programming courses by Google.
ML Fundamentals
Top 10 programming courses by Google.
Sahil & Sarra Beginner 1y ago
Day3-Backend Code developemt- Custom Video Broadcaster
ML Fundamentals
Day3-Backend Code developemt- Custom Video Broadcaster
Krish Naik Beginner 1y ago
Stanford Seminar - A Billion Medical Devices - Using far from perfect ML to help patients
ML Fundamentals โšก AI Lesson
Stanford Seminar - A Billion Medical Devices - Using far from perfect ML to help patients
Stanford Online Beginner 1y ago
Embeddings in Machine Learning - Explained
ML Fundamentals โšก AI Lesson
Embeddings in Machine Learning - Explained
Aladdin Persson Beginner 1y ago
Convolutional vs Fully Connected Layers ๐Ÿง  - CNN Deep Dive ๐Ÿ” - Topic 261 #ai #ml
ML Fundamentals โšก AI Lesson
Convolutional vs Fully Connected Layers ๐Ÿง  - CNN Deep Dive ๐Ÿ” - Topic 261 #ai #ml
deeplizard Beginner 1y ago
I'm 40. If You're in Your 20s Watch This.
ML Fundamentals
I'm 40. If You're in Your 20s Watch This.
Jean Lee Beginner 1y ago
3 Things I like being a Data Scientist #datascience #machinelearning #deeplearning #techcareers
ML Fundamentals
3 Things I like being a Data Scientist #datascience #machinelearning #deeplearning #techcareers
Aladdin Persson Beginner 1y ago
CNN Filter Values ๐Ÿ‹๏ธ - Learning to Detect Patterns ๐ŸŽฏ - Topic 260 #ai #ml
ML Fundamentals โšก AI Lesson
CNN Filter Values ๐Ÿ‹๏ธ - Learning to Detect Patterns ๐ŸŽฏ - Topic 260 #ai #ml
deeplizard Beginner 1y ago
7 Skills You Need to Become a Data Scientist in 2025 ๐Ÿ“Š
ML Fundamentals
7 Skills You Need to Become a Data Scientist in 2025 ๐Ÿ“Š
Coursera Beginner 1y ago
Analyzing Filter Values ๐Ÿ•ต๏ธ - Equal Influence of Pixels ๐Ÿ”„ - Topic 259 #ai #ml
ML Fundamentals โšก AI Lesson
Analyzing Filter Values ๐Ÿ•ต๏ธ - Equal Influence of Pixels ๐Ÿ”„ - Topic 259 #ai #ml
deeplizard Beginner 1y ago
3 Things I dislike being a Data Scientist
ML Fundamentals โšก AI Lesson
3 Things I dislike being a Data Scientist
Aladdin Persson Beginner 1y ago
Building a 3D shooter game using AI alone (vibe-coding)
ML Fundamentals โšก AI Lesson
Building a 3D shooter game using AI alone (vibe-coding)
Underfitted Beginner 1y ago
AI Jobs Nobody Talks About
ML Fundamentals
AI Jobs Nobody Talks About
Jean Lee Beginner 1y ago
Top Edge Detection in Filters ๐Ÿ” - Analyzing Convolutional Output ๐ŸŒŸ - Topic 258 #ai #ml
ML Fundamentals โšก AI Lesson
Top Edge Detection in Filters ๐Ÿ” - Analyzing Convolutional Output ๐ŸŒŸ - Topic 258 #ai #ml
deeplizard Beginner 1y ago
MCP is awesome and here is why.
ML Fundamentals
MCP is awesome and here is why.
Underfitted Beginner 1y ago
Python Beginners Project | Predict Cricket Score | LIVE Project Building | GeeksforGeeks
ML Fundamentals
Python Beginners Project | Predict Cricket Score | LIVE Project Building | GeeksforGeeks
GeeksforGeeks Beginner 1y ago
The Model Context Protocol (MCP) Explained (and one cool code example.)
ML Fundamentals โšก AI Lesson
The Model Context Protocol (MCP) Explained (and one cool code example.)
Underfitted Beginner 1y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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Applied Machine Learning and Model Optimization
๐Ÿ“š Coursera Course โ†—
Self-paced
Applied Machine Learning and Model Optimization
Opens on Coursera โ†—
Basic Data Processing and Visualization
๐Ÿ“š Coursera Course โ†—
Self-paced
Basic Data Processing and Visualization
Opens on Coursera โ†—
Introduction to Linear Algebra and Python
๐Ÿ“š Coursera Course โ†—
Self-paced
Introduction to Linear Algebra and Python
Opens on Coursera โ†—
Unsupervised Text Classification for Marketing Analytics
๐Ÿ“š Coursera Course โ†—
Self-paced
Unsupervised Text Classification for Marketing Analytics
Opens on Coursera โ†—
Advanced Neural Network Techniques
๐Ÿ“š Coursera Course โ†—
Self-paced
Advanced Neural Network Techniques
Opens on Coursera โ†—
Modeling Time Series and Sequential Data
๐Ÿ“š Coursera Course โ†—
Self-paced
Modeling Time Series and Sequential Data
Opens on Coursera โ†—