Foundations

ML Fundamentals

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

11,139
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
Can AI Treat Patients BETTER than Humans?
ML Fundamentals โšก AI Lesson
Can AI Treat Patients BETTER than Humans?
DataCamp Beginner 7mo ago
Can AI Really Predict Patient Outcomes Better Than Doctors?
ML Fundamentals โšก AI Lesson
Can AI Really Predict Patient Outcomes Better Than Doctors?
DataCamp Beginner 7mo ago
"What is Deep Learning?" (#AI #Artificial Intelligence #DL #Explained #Short #Deep Learning )
ML Fundamentals
"What is Deep Learning?" (#AI #Artificial Intelligence #DL #Explained #Short #Deep Learning )
AI Simply Explained Beginner 7mo ago
The Secret Behind AI: Gradient Descent Explained in 60 Seconds!
ML Fundamentals
The Secret Behind AI: Gradient Descent Explained in 60 Seconds!
Analytics Vidhya Beginner 7mo ago
Adversarial Search in AI | Minimax, Alpha-Beta, Expectiminimax & Game-Playing Strategies Explained
ML Fundamentals โšก AI Lesson
Adversarial Search in AI | Minimax, Alpha-Beta, Expectiminimax & Game-Playing Strategies Explained
The Explain Lab Beginner 7mo ago
AI Learns Red Light Green Light (reinforcement learning)
ML Fundamentals โšก AI Lesson
AI Learns Red Light Green Light (reinforcement learning)
AI Warehouse Beginner 7mo ago
This is my AI setup to write software as a professional engineer.
ML Fundamentals โšก AI Lesson
This is my AI setup to write software as a professional engineer.
Simon Willison (underfitted) Beginner 7mo ago
Turn Your Epic Games Certificate Into These Jobs! ๐ŸŽฎ
ML Fundamentals
Turn Your Epic Games Certificate Into These Jobs! ๐ŸŽฎ
Coursera Beginner 7mo ago
Why Learning Rate Matters in Machine Learning ๐Ÿš€
ML Fundamentals
Why Learning Rate Matters in Machine Learning ๐Ÿš€
Analytics Vidhya Beginner 7mo ago
Why you should Learn ML in 2025? | The Complete Machine Learning Roadmap
ML Fundamentals
Why you should Learn ML in 2025? | The Complete Machine Learning Roadmap
GeeksforGeeks Beginner 7mo ago
"What is Machine Learning?" ( #AI #Artificial Intelligence #ML #Short #Machine Learning #Explained )
ML Fundamentals
"What is Machine Learning?" ( #AI #Artificial Intelligence #ML #Short #Machine Learning #Explained )
AI Simply Explained Beginner 7mo ago
OpenAI to Z Challenge
ML Fundamentals
OpenAI to Z Challenge
OpenAI Beginner 7mo ago
Enhancing Neural Networks with Logic Based Rules | Machine Learning | Community Webinar
ML Fundamentals
Enhancing Neural Networks with Logic Based Rules | Machine Learning | Community Webinar
Data Science Dojo Beginner 7mo ago
What is AI | MACHINE LEARNING - DATA SCIENCE - DEEP LEARNING explained in 5 minutes
ML Fundamentals
What is AI | MACHINE LEARNING - DATA SCIENCE - DEEP LEARNING explained in 5 minutes
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 7mo ago
A First Timer's Guide to the Office: 5 Office Dress Code Tips (No More Stress!) โœจ
ML Fundamentals
A First Timer's Guide to the Office: 5 Office Dress Code Tips (No More Stress!) โœจ
Coursera Beginner 7mo ago
Prepare This Answer Before Any Tech Interview
ML Fundamentals
Prepare This Answer Before Any Tech Interview
Jean Lee Beginner 7mo ago
What Are Embeddings? | Easy Explanation for Machine Learning & AI #Shorts #GfG #Embedding
ML Fundamentals
What Are Embeddings? | Easy Explanation for Machine Learning & AI #Shorts #GfG #Embedding
GeeksforGeeks Beginner 8mo ago
AI Episode 10 | Adversarial Search in AI | Minimax Algorithm & Alpha-Beta Pruning Explained
ML Fundamentals
AI Episode 10 | Adversarial Search in AI | Minimax Algorithm & Alpha-Beta Pruning Explained
The Explain Lab Beginner 8mo ago
How the New York Times Beat Paywall Hackers For Good
ML Fundamentals
How the New York Times Beat Paywall Hackers For Good
Coding with Lewis Beginner 8mo ago
Immense Subcubic Graph Numbers - Numberphile
ML Fundamentals
Immense Subcubic Graph Numbers - Numberphile
Numberphile Beginner 8mo ago
Machine Learning For Everyone With Python #shorts #python #coding  #machinelearning #ai #model
ML Fundamentals
Machine Learning For Everyone With Python #shorts #python #coding #machinelearning #ai #model
WebKnower Beginner 8mo ago
(NO CODING JOBS) Top Non Coding IT Jobs 2025 - Complete Guide In Tamil | AI Coach John
ML Fundamentals
(NO CODING JOBS) Top Non Coding IT Jobs 2025 - Complete Guide In Tamil | AI Coach John
AI Coach John (Tamil) Beginner 8mo ago
AI Model And Machine Learning Projects For Beginners #shorts #aimodel #ml #project #coding #ai
ML Fundamentals
AI Model And Machine Learning Projects For Beginners #shorts #aimodel #ml #project #coding #ai
WebKnower Beginner 8mo ago
19-Year-Old ML Engineer Without College!  #shorts #ai #aiengineer #mlengineer
ML Fundamentals โšก AI Lesson
19-Year-Old ML Engineer Without College! #shorts #ai #aiengineer #mlengineer
codebasics Beginner 8mo ago
The physics behind diffusion models
ML Fundamentals โšก AI Lesson
The physics behind diffusion models
Julia Turc Beginner 8mo ago
Let me explain PyTorch in 7 Concepts
ML Fundamentals โšก AI Lesson
Let me explain PyTorch in 7 Concepts
Neural Breakdown with AVB Beginner 8mo ago
Cohere Labs Scholars Info Session - 2026 Cohort
ML Fundamentals โšก AI Lesson
Cohere Labs Scholars Info Session - 2026 Cohort
Cohere Beginner 8mo ago
Software Engineer in AI Era 2025 #shorts #codebasics #ai #softwareengineer
ML Fundamentals
Software Engineer in AI Era 2025 #shorts #codebasics #ai #softwareengineer
codebasics Beginner 8mo ago
The 2 Types of People Learning AI
ML Fundamentals
The 2 Types of People Learning AI
Jean Lee Beginner 8mo ago
Python Deep Learning And Neural Networks With TensorFlow | TensorFlow Complete Guide | Simplilearn
ML Fundamentals
Python Deep Learning And Neural Networks With TensorFlow | TensorFlow Complete Guide | Simplilearn
Simplilearn Beginner 8mo ago
Part 7 | Deploy ML Model on Kubernetes | Scalable options, Testing, Debugging & Optimization
ML Fundamentals โšก AI Lesson
Part 7 | Deploy ML Model on Kubernetes | Scalable options, Testing, Debugging & Optimization
Abonia Sojasingarayar Beginner 8mo ago
Can we CREATE an AI DOCTOR? Professor Aldo Faisal
ML Fundamentals โšก AI Lesson
Can we CREATE an AI DOCTOR? Professor Aldo Faisal
DataCamp Beginner 7mo ago
Learn Probability & Statistics with Interactive Simulations
ML Fundamentals
Learn Probability & Statistics with Interactive Simulations
Analytics Vidhya Beginner 7mo ago
A First Timer's Guide to the Office: 4 Ways to Set Boundaries at Work ๐Ÿ›ก๏ธ
ML Fundamentals
A First Timer's Guide to the Office: 4 Ways to Set Boundaries at Work ๐Ÿ›ก๏ธ
Coursera Beginner 7mo ago
Overfitting vs Underfitting Explained in 60 Seconds!
ML Fundamentals
Overfitting vs Underfitting Explained in 60 Seconds!
Analytics Vidhya Beginner 8mo ago
AI Episode 9 | Informed Search Strategies (Part 2) | AI Course for Beginners
ML Fundamentals
AI Episode 9 | Informed Search Strategies (Part 2) | AI Course for Beginners
The Explain Lab Beginner 8mo ago
"What is a Neural Network ?" ( #AI #Artificial Intelligence #Neural Network #Short #AI Explained )
ML Fundamentals
"What is a Neural Network ?" ( #AI #Artificial Intelligence #Neural Network #Short #AI Explained )
AI Simply Explained Beginner 8mo ago
Episode 8: Informed Search Strategies | Greedy Best-First & A* Explained
ML Fundamentals
Episode 8: Informed Search Strategies | Greedy Best-First & A* Explained
The Explain Lab Beginner 8mo ago
AI Episode 7 | Informed Search Strategies in AI | Greedy Best-First & A* Algorithm Explained
ML Fundamentals
AI Episode 7 | Informed Search Strategies in AI | Greedy Best-First & A* Algorithm Explained
The Explain Lab Beginner 8mo ago
AI Episode 6 | Uninformed Search Strategies Explained | BFS, DFS, UCS, IDS in AI
ML Fundamentals
AI Episode 6 | Uninformed Search Strategies Explained | BFS, DFS, UCS, IDS in AI
The Explain Lab Beginner 8mo ago
How to Get an IT Job (No Experience!) ๐Ÿ’ป
ML Fundamentals
How to Get an IT Job (No Experience!) ๐Ÿ’ป
Coursera Beginner 8mo ago
Level Up Your Career with Epic Games ๐Ÿš€
ML Fundamentals
Level Up Your Career with Epic Games ๐Ÿš€
Coursera Beginner 8mo ago
0 to AI Engineer Roadmap! ๐Ÿš€
ML Fundamentals
0 to AI Engineer Roadmap! ๐Ÿš€
GeeksforGeeks Beginner 8mo ago
The Career Skill AI Can't Replace ๐Ÿง 
ML Fundamentals
The Career Skill AI Can't Replace ๐Ÿง 
Coursera Beginner 8mo ago
Why You Should Always Set a Random Seed in Data Science!
ML Fundamentals โšก AI Lesson
Why You Should Always Set a Random Seed in Data Science!
Analytics Vidhya Beginner 8mo ago
Ai Episode 5 | AI Problem-Solving Explained | From Toy Problems to Real-World Solutions
ML Fundamentals
Ai Episode 5 | AI Problem-Solving Explained | From Toy Problems to Real-World Solutions
The Explain Lab Beginner 8mo ago
Top 3 Beginner Data Science Projects for Your Portfolio!
ML Fundamentals
Top 3 Beginner Data Science Projects for Your Portfolio!
Analytics Vidhya Beginner 8mo ago
Do College Credits Expire? Here's What to Know ๐ŸŽ“
ML Fundamentals
Do College Credits Expire? Here's What to Know ๐ŸŽ“
Coursera Beginner 8mo ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
1 / 3 View all โ†’
Introduction to Thermodynamics: Transferring Energy from Here to There
๐Ÿ“š Coursera Course โ†—
Self-paced
Introduction to Thermodynamics: Transferring Energy from Here to There
Opens on Coursera โ†—
Create Image Captioning Models - Franรงais
๐Ÿ“š Coursera Course โ†—
Self-paced
Create Image Captioning Models - Franรงais
Opens on Coursera โ†—
Machine Learning and its Applications
๐Ÿ“š Coursera Course โ†—
Self-paced
Machine Learning and its Applications
Opens on Coursera โ†—
Google Cloud Product Fundamentals en Franรงais
๐Ÿ“š Coursera Course โ†—
Self-paced
Google Cloud Product Fundamentals en Franรงais
Opens on Coursera โ†—
Natural Language Processing with Classification and Vector Spaces
๐Ÿ“š Coursera Course โ†—
Self-paced
Natural Language Processing with Classification and Vector Spaces
Opens on Coursera โ†—
Exploratory Data Analysis for Machine Learning
๐Ÿ“š Coursera Course โ†—
Self-paced
Exploratory Data Analysis for Machine Learning
Opens on Coursera โ†—