Foundations

ML Fundamentals

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

13128
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
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 7mo 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 7mo 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 7mo ago
Multiple model RecSys problem
ML Fundamentals
Multiple model RecSys problem
MLOps.community Intermediate 7mo ago
Prompts are the new feature engineering
ML Fundamentals
Prompts are the new feature engineering
MLOps.community Intermediate 7mo 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 7mo ago
Alibaba Just Changed AI Image Editing Forever!
ML Fundamentals
Alibaba Just Changed AI Image Editing Forever!
Analytics Vidhya Intermediate 7mo 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 7mo ago
7 Pro Game Design Tools You'll Learn ๐ŸŽฎ
ML Fundamentals
7 Pro Game Design Tools You'll Learn ๐ŸŽฎ
Coursera Beginner 7mo 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 7mo ago
Can you swim in shade balls?
ML Fundamentals
Can you swim in shade balls?
Veritasium Intermediate 7mo ago
How was object detection done before neural networks?
ML Fundamentals
How was object detection done before neural networks?
CodeEmporium Advanced 7mo ago
19-Year-Old ML Engineer Without College!  #shorts #ai #aiengineer #mlengineer
ML Fundamentals
19-Year-Old ML Engineer Without College! #shorts #ai #aiengineer #mlengineer
codebasics Beginner 7mo ago
The physics behind diffusion models
ML Fundamentals
The physics behind diffusion models
Julia Turc Beginner 7mo ago
Vision Behind Krish Naik Academy
ML Fundamentals
Vision Behind Krish Naik Academy
Krish Naik Intermediate 7mo 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 7mo ago
NIMCET 2026 Preparation | NIMCET PYQ | NIMCET Free PYQ Series | NIMCET Big Announcement
ML Fundamentals
NIMCET 2026 Preparation | NIMCET PYQ | NIMCET Free PYQ Series | NIMCET Big Announcement
GeeksforGeeks Advanced 7mo ago
Let me explain PyTorch in 7 Concepts
ML Fundamentals
Let me explain PyTorch in 7 Concepts
Neural Breakdown with AVB Beginner 7mo ago
0 to AI Engineer Roadmap! ๐Ÿš€
ML Fundamentals
0 to AI Engineer Roadmap! ๐Ÿš€
GeeksforGeeks Beginner 7mo ago
Cohere Labs Scholars Info Session - 2026 Cohort
ML Fundamentals
Cohere Labs Scholars Info Session - 2026 Cohort
Cohere Beginner 7mo ago
Tom Jacobs   Weight Decay Controls Implicit Regularization  Insights on Generalization and Sparsity
ML Fundamentals
Tom Jacobs Weight Decay Controls Implicit Regularization Insights on Generalization and Sparsity
Cohere Advanced 7mo 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 7mo ago
The 2 Types of People Learning AI
ML Fundamentals
The 2 Types of People Learning AI
Jean Lee Beginner 7mo ago
Testing the US Militaryโ€™s worst idea
ML Fundamentals
Testing the US Militaryโ€™s worst idea
Veritasium Intermediate 7mo ago
Why You Should Always Set a Random Seed in Data Science!
ML Fundamentals
Why You Should Always Set a Random Seed in Data Science!
Analytics Vidhya Beginner 7mo ago
AI will give everyone what only CEOs have today
ML Fundamentals
AI will give everyone what only CEOs have today
Weights & Biases Intermediate 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
Why neural networks are so deep? (AlexNet - Explained)
ML Fundamentals
Why neural networks are so deep? (AlexNet - Explained)
CodeEmporium Advanced 8mo ago
Building AI Speeder Bikes for Star Wars
ML Fundamentals
Building AI Speeder Bikes for Star Wars
AI and Games Intermediate 8mo ago
Part 7 | Deploy ML Model on Kubernetes | Scalable options, Testing, Debugging & Optimization
ML Fundamentals
Part 7 | Deploy ML Model on Kubernetes | Scalable options, Testing, Debugging & Optimization
Abonia Sojasingarayar 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 7mo 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 7mo ago
Level Up Your Career with Epic Games ๐Ÿš€
ML Fundamentals
Level Up Your Career with Epic Games ๐Ÿš€
Coursera Beginner 7mo ago
The Career Skill AI Can't Replace ๐Ÿง 
ML Fundamentals
The Career Skill AI Can't Replace ๐Ÿง 
Coursera Beginner 7mo ago
Why Adaptability Is Your Career Superpower โšก
ML Fundamentals
Why Adaptability Is Your Career Superpower โšก
Coursera Intermediate 7mo ago
Gen AI Engineer Roadmap 2025 #shorts #ai #aiengineer
ML Fundamentals
Gen AI Engineer Roadmap 2025 #shorts #ai #aiengineer
codebasics Intermediate 7mo ago
Open sourcing the uber ai platform  #podcast #artificialintelligence
ML Fundamentals
Open sourcing the uber ai platform #podcast #artificialintelligence
MLOps.community Intermediate 7mo ago
Mufan Li - Introduction to Neural Network Scaling Limits
ML Fundamentals
Mufan Li - Introduction to Neural Network Scaling Limits
Cohere Advanced 8mo ago
AI Labeling Parties  #podcast #ai
ML Fundamentals
AI Labeling Parties #podcast #ai
MLOps.community Intermediate 8mo ago
should i use that new AI model?
ML Fundamentals
should i use that new AI model?
MLOps.community Intermediate 8mo ago
Uberโ€™s Path Out of Chaos
ML Fundamentals
Uberโ€™s Path Out of Chaos
MLOps.community Intermediate 8mo ago
Illinois Becomes First State to Ban AI Therapy!
ML Fundamentals
Illinois Becomes First State to Ban AI Therapy!
Analytics Vidhya Intermediate 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
Will AI replace software engineering jobs ? #shorts #data #ai #softwareengineer
ML Fundamentals
Will AI replace software engineering jobs ? #shorts #data #ai #softwareengineer
codebasics Intermediate 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
Cloud Engineers Can Work ANYWHERE ๐Ÿš€
ML Fundamentals
Cloud Engineers Can Work ANYWHERE ๐Ÿš€
Coursera Beginner 8mo ago
Backpropagation Explained: How Neural Nets Learn!
ML Fundamentals
Backpropagation Explained: How Neural Nets Learn!
Analytics Vidhya Beginner 8mo ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
1 / 3 View all โ†’
AI & Quantum Computing โ€“ Zero to Expert Bootcamp
๐Ÿ“š Coursera Course โ†—
Self-paced
AI & Quantum Computing โ€“ Zero to Expert Bootcamp
Opens on Coursera โ†—
AI for Healthcare
๐Ÿ“š Coursera Course โ†—
Self-paced
AI for Healthcare
Opens on Coursera โ†—
Four Rare Machine Learning Skills All Data Scientists Need
๐Ÿ“š Coursera Course โ†—
Self-paced
Four Rare Machine Learning Skills All Data Scientists Need
Opens on Coursera โ†—
Matrix Algebra for Engineers
๐Ÿ“š Coursera Course โ†—
Self-paced
Matrix Algebra for Engineers
Opens on Coursera โ†—
Foundations of Probability and Random Variables
๐Ÿ“š Coursera Course โ†—
Self-paced
Foundations of Probability and Random Variables
Opens on Coursera โ†—
TensorFlow Prediction: Identify Penguin Species
๐Ÿ“š Coursera Course โ†—
Self-paced
TensorFlow Prediction: Identify Penguin Species
Opens on Coursera โ†—