Foundations

ML Fundamentals

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

11,153
lessons
Skills in this topic
View full skill map โ†’
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
Data Science Gamechanger?
ML Fundamentals โšก AI Lesson
Data Science Gamechanger?
Rob Mulla Beginner 1y ago
5 functions you need to know to understand ML || A story of mathematical intuition.
ML Fundamentals
5 functions you need to know to understand ML || A story of mathematical intuition.
Paper in a Pod Beginner 1y ago
How Rad AI uses Weights & Biases to revolutionize radiology
ML Fundamentals
How Rad AI uses Weights & Biases to revolutionize radiology
Weights & Biases Beginner 1y ago
Passing Image Data to CNNs ๐Ÿ“ธ - Channel-Based Features ๐ŸŒˆ - Topic 265 #ai #ml
ML Fundamentals โšก AI Lesson
Passing Image Data to CNNs ๐Ÿ“ธ - Channel-Based Features ๐ŸŒˆ - Topic 265 #ai #ml
deeplizard Beginner 1y ago
How to learn Deep Learning 2025
ML Fundamentals โšก AI Lesson
How to learn Deep Learning 2025
Aladdin Persson Beginner 1y ago
10 Online Learning Benefits You Never Knew! ๐Ÿ“š
ML Fundamentals
10 Online Learning Benefits You Never Knew! ๐Ÿ“š
Coursera Beginner 1y ago
Generative AI as it best with Python, OpenAI, and the Murf API (I stole this example)
ML Fundamentals
Generative AI as it best with Python, OpenAI, and the Murf API (I stole this example)
Underfitted Beginner 1y ago
What Is Quantum Computers and How Will It Change Everything?
ML Fundamentals
What Is Quantum Computers and How Will It Change Everything?
Jean Lee Beginner 1y ago
Evolution of Neural Networks: Zero to Hero
ML Fundamentals โšก AI Lesson
Evolution of Neural Networks: Zero to Hero
CodeEmporium Beginner 1y ago
Understanding Convolutional Filters โš™๏ธ - CNN Architecture ๐Ÿ›๏ธ - Topic 264 #ai #ml
ML Fundamentals โšก AI Lesson
Understanding Convolutional Filters โš™๏ธ - CNN Architecture ๐Ÿ›๏ธ - Topic 264 #ai #ml
deeplizard Beginner 1y ago
Building a Machine Learning Portfolio
ML Fundamentals โšก AI Lesson
Building a Machine Learning Portfolio
Aladdin Persson Beginner 1y ago
Can AI Help You Talk to Pets? ๐Ÿถ๐Ÿค–
ML Fundamentals
Can AI Help You Talk to Pets? ๐Ÿถ๐Ÿค–
GeeksforGeeks Beginner 1y ago
Data Meets Machine Learning - Marc Millstone
ML Fundamentals โšก AI Lesson
Data Meets Machine Learning - Marc Millstone
Outerbounds Beginner 1y ago
Don't Start Data Science Without Knowing This! ๐Ÿ˜จ| Roadmap , Prerequisites & Salary
ML Fundamentals
Don't Start Data Science Without Knowing This! ๐Ÿ˜จ| Roadmap , Prerequisites & Salary
AI Coach John (Tamil) Beginner 1y ago
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
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
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
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
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
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
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
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
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
Overfitting vs Underfitting
ML Fundamentals โšก AI Lesson
Overfitting vs Underfitting
Aladdin Persson 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
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
Embeddings in Machine Learning - Explained
ML Fundamentals โšก AI Lesson
Embeddings in Machine Learning - Explained
Aladdin Persson Beginner 1y ago
The Truth About LeetCode Problems
ML Fundamentals
The Truth About LeetCode Problems
Jean Lee 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
AI Engineer Career in 70 Seconds ๐Ÿค–
ML Fundamentals
AI Engineer Career in 70 Seconds ๐Ÿค–
Coursera 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
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
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
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
1 / 3 View all โ†’
Master Java Build Tools for ML Projects
๐Ÿ“š Coursera Course โ†—
Self-paced
Master Java Build Tools for ML Projects
Opens on Coursera โ†—
AppDynamics Monitoring
๐Ÿ“š Coursera Course โ†—
Self-paced
AppDynamics Monitoring
Opens on Coursera โ†—
CUDA Advanced Libraries
๐Ÿ“š Coursera Course โ†—
Self-paced
CUDA Advanced Libraries
Opens on Coursera โ†—
KALKรœLรœS II: TEMEL KAVRAMLAR / CALCULUS II: BASIC CONCEPTS
๐Ÿ“š Coursera Course โ†—
Self-paced
KALKรœLรœS II: TEMEL KAVRAMLAR / CALCULUS II: BASIC CONCEPTS
Opens on Coursera โ†—
Machine Learning for Computer Vision
๐Ÿ“š Coursera Course โ†—
Self-paced
Machine Learning for Computer Vision
Opens on Coursera โ†—
Application of AI, InsurTech, and Real Estate Technology
๐Ÿ“š Coursera Course โ†—
Self-paced
Application of AI, InsurTech, and Real Estate Technology
Opens on Coursera โ†—