Foundations

ML Fundamentals

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

19,889
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
All Machine Learning Concepts Explained in 18 Minutes!
ML Fundamentals ⚡ AI Lesson
All Machine Learning Concepts Explained in 18 Minutes!
AI For Beginners Beginner 12mo ago
Sara Hooker - The slow death of scaling and what comes next (Khipu 2025)
ML Fundamentals
Sara Hooker - The slow death of scaling and what comes next (Khipu 2025)
Cohere Beginner 12mo ago
Hugging Face's open-sourced robots are now yours to own
ML Fundamentals
Hugging Face's open-sourced robots are now yours to own
TechCrunch Beginner 12mo ago
The Big Daddy of Infinite Integrals - Numberphile
ML Fundamentals
The Big Daddy of Infinite Integrals - Numberphile
Numberphile Beginner 12mo ago
Revolutionizing Neural Network Training: Tony S.F. Explains Optimization with LMO
ML Fundamentals ⚡ AI Lesson
Revolutionizing Neural Network Training: Tony S.F. Explains Optimization with LMO
Cohere Advanced 12mo ago
Cross-Validation in ML Explained in 60 Seconds!
ML Fundamentals ⚡ AI Lesson
Cross-Validation in ML Explained in 60 Seconds!
Analytics Vidhya Beginner 12mo ago
3 to 1,000 Use Cases
ML Fundamentals ⚡ AI Lesson
3 to 1,000 Use Cases
MLOps.community Beginner 12mo ago
#search ai use case at @Uber  #podcast #aiinpractice #mlops
ML Fundamentals
#search ai use case at @Uber #podcast #aiinpractice #mlops
MLOps.community Intermediate 12mo ago
Simplifying Training and GenAI Finetuning Using Serverless GPU Compute
ML Fundamentals ⚡ AI Lesson
Simplifying Training and GenAI Finetuning Using Serverless GPU Compute
Databricks Intermediate 12mo ago
Optimize Cost and User Value Through Model Routing AI Agent
ML Fundamentals ⚡ AI Lesson
Optimize Cost and User Value Through Model Routing AI Agent
Databricks Beginner 12mo ago
Physical Intelligence Unleashed: Building robust AI at scale for Edge Devices
ML Fundamentals ⚡ AI Lesson
Physical Intelligence Unleashed: Building robust AI at scale for Edge Devices
Weights & Biases Beginner 12mo ago
AI’s Secret Ingredients: Weights and Bias Explained! | #ai #education #bias #weights #english
ML Fundamentals
AI’s Secret Ingredients: Weights and Bias Explained! | #ai #education #bias #weights #english
FutureSeed AI Beginner 1y ago
🔥From Beginner to Data Scientist: A Complete Career Path #shorts #simplilearnShorts Data
ML Fundamentals
🔥From Beginner to Data Scientist: A Complete Career Path #shorts #simplilearnShorts Data
Simplilearn Beginner 1y ago
New York Times' Connections: A Case Study on NLP in Word Games — Shafik Quoraishee, NYT Games
ML Fundamentals
New York Times' Connections: A Case Study on NLP in Word Games — Shafik Quoraishee, NYT Games
AI Engineer Beginner 1y ago
Types of Machine Learning Explained | Beginner-Friendly Guide with Real Examples
ML Fundamentals
Types of Machine Learning Explained | Beginner-Friendly Guide with Real Examples
Everything AI and Law Podcast Beginner 1y ago
Why Every AI Model Is an Impostor — Kenneth Stanley
ML Fundamentals
Why Every AI Model Is an Impostor — Kenneth Stanley
Machine Learning Street Talk Beginner 1y ago
Linear Regression Visualization
ML Fundamentals
Linear Regression Visualization
ByteQuest Beginner 1y ago
3 Secret Places to Show Skills on Your Resume
ML Fundamentals
3 Secret Places to Show Skills on Your Resume
Coursera Beginner 1y ago
Run the model, not the risk: Powering private inference for enterprise AI anywhere
ML Fundamentals
Run the model, not the risk: Powering private inference for enterprise AI anywhere
Weights & Biases Beginner 1y ago
🔥Latent Space Explained: How AI Understands Concepts ? #shorts #simplilearn
ML Fundamentals
🔥Latent Space Explained: How AI Understands Concepts ? #shorts #simplilearn
Simplilearn Beginner 1y ago
Professional Resume Template - Free Download!
ML Fundamentals
Professional Resume Template - Free Download!
Coursera Beginner 1y ago
Bagging vs Boosting Explained!
ML Fundamentals ⚡ AI Lesson
Bagging vs Boosting Explained!
Analytics Vidhya Beginner 1y ago
Terno AI - Building a ML Model to predict home loan approval
ML Fundamentals
Terno AI - Building a ML Model to predict home loan approval
CloudxLab Official Advanced 1y ago
"Kaggle Math Problem Classification with Regression & Naive Bayes | ML Tutorial for Beginners"
ML Fundamentals
"Kaggle Math Problem Classification with Regression & Naive Bayes | ML Tutorial for Beginners"
Alex on Data Beginner 1y ago
AI Revolution: Machines Unlocking the Future of Healthcare & Education!
ML Fundamentals
AI Revolution: Machines Unlocking the Future of Healthcare & Education!
The AI Standard Beginner 1y ago
CNN Explained in Tamil | Weight Sharing, Layers & Training Explained | Deep learning in Tamil
ML Fundamentals
CNN Explained in Tamil | Weight Sharing, Layers & Training Explained | Deep learning in Tamil
Adi Explains Beginner 1y ago
How AI Learns: Backpropagation & Loss Explained Simply | FutureSeed AI | #ai #tech #education
ML Fundamentals
How AI Learns: Backpropagation & Loss Explained Simply | FutureSeed AI | #ai #tech #education
FutureSeed AI Beginner 1y ago
Confusion Matrix Explained Simply | Spam Filter Example + Accuracy, Precision, Recall & F1 Score
ML Fundamentals
Confusion Matrix Explained Simply | Spam Filter Example + Accuracy, Precision, Recall & F1 Score
Everything AI and Law Podcast Beginner 1y ago
Don't miss this Masterclass, If you are 22 to 35 years of age 🔥| Podcast with AI Coach John in Tamil
ML Fundamentals
Don't miss this Masterclass, If you are 22 to 35 years of age 🔥| Podcast with AI Coach John in Tamil
AI Coach John (Tamil) Beginner 1y ago
#29 Python Interview Questions & Answers | Data Science for Beginners in Tamil
ML Fundamentals
#29 Python Interview Questions & Answers | Data Science for Beginners in Tamil
AI Coach John (Tamil) Beginner 1y ago
Scaling XGBoost With Spark Connect ML on Grace Blackwell
ML Fundamentals ⚡ AI Lesson
Scaling XGBoost With Spark Connect ML on Grace Blackwell
Databricks Intermediate 12mo ago
Dusting off the Cobwebs — Moving off a 26-year-old Heritage Platform to Databricks [Teradata]
ML Fundamentals ⚡ AI Lesson
Dusting off the Cobwebs — Moving off a 26-year-old Heritage Platform to Databricks [Teradata]
Databricks Intermediate 12mo ago
TAO and Reinforcement Learning: Building AI With the Data You Have
ML Fundamentals ⚡ AI Lesson
TAO and Reinforcement Learning: Building AI With the Data You Have
Databricks Advanced 12mo ago
AI Evaluation from First Principles: You Can't Manage What You Can't Measure
ML Fundamentals ⚡ AI Lesson
AI Evaluation from First Principles: You Can't Manage What You Can't Measure
Databricks Intermediate 12mo ago
Searching for Meaning in the Age of AI
ML Fundamentals ⚡ AI Lesson
Searching for Meaning in the Age of AI
Databricks Beginner 12mo ago
Partner Summit Breakout: SAP and Partners
ML Fundamentals ⚡ AI Lesson
Partner Summit Breakout: SAP and Partners
Databricks Intermediate 12mo ago
Scaling Blockchain ML With Databricks: From Graph Analytics to Graph Machine Learning
ML Fundamentals ⚡ AI Lesson
Scaling Blockchain ML With Databricks: From Graph Analytics to Graph Machine Learning
Databricks Intermediate 12mo ago
Intro to the Mosaic AI Platform: Building Data Intelligence Into Your AI Solutions
ML Fundamentals ⚡ AI Lesson
Intro to the Mosaic AI Platform: Building Data Intelligence Into Your AI Solutions
Databricks Beginner 12mo ago
Synthetic data in medical device AI: Challenges and opportunities
ML Fundamentals
Synthetic data in medical device AI: Challenges and opportunities
Weights & Biases Beginner 1y ago
Katrina Lawrence - ML Math Refresher
ML Fundamentals
Katrina Lawrence - ML Math Refresher
Cohere Beginner 1y ago
Busting the Big AI Myths
ML Fundamentals
Busting the Big AI Myths
MLOps.community Beginner 1y ago
🔥Roadmap to Become a Generative AI Expert #shorts #simplilearn
ML Fundamentals
🔥Roadmap to Become a Generative AI Expert #shorts #simplilearn
Simplilearn Beginner 1y ago
AlphaGenome: DeepMind’s AI Decoding Human DNA!
ML Fundamentals
AlphaGenome: DeepMind’s AI Decoding Human DNA!
Analytics Vidhya Intermediate 1y ago
3 Must-Know Data Science Interview Questions (Explained Fast!)
ML Fundamentals ⚡ AI Lesson
3 Must-Know Data Science Interview Questions (Explained Fast!)
Analytics Vidhya Beginner 1y ago
🔥Python vs R #shorts #simplilearn
ML Fundamentals
🔥Python vs R #shorts #simplilearn
Simplilearn Intermediate 1y ago
🔥Generative AI Roadmap for 2026 #shorts #simplilearn
ML Fundamentals
🔥Generative AI Roadmap for 2026 #shorts #simplilearn
Simplilearn Beginner 1y ago
#spark  is over engineering it
ML Fundamentals
#spark is over engineering it
MLOps.community Intermediate 1y ago
unreliable #spark
ML Fundamentals
unreliable #spark
MLOps.community Intermediate 1y ago
📚 Continue on Coursera External links · Free to audit
1 / 3 View all →
STAR-CCM+: Fluid Flow & Thermal Simulation
📚 External: Coursera ↗
Self-paced
STAR-CCM+: Fluid Flow & Thermal Simulation
Opens on Coursera ↗
Building a Machine Learning Ready Organization
📚 External: Coursera ↗
Self-paced
Building a Machine Learning Ready Organization
Opens on Coursera ↗
Infraestrutura de IA: Cloud TPUs
📚 External: Coursera ↗
Self-paced
Infraestrutura de IA: Cloud TPUs
Opens on Coursera ↗
Machine Learning Foundations for Product Managers
📚 External: Coursera ↗
Self-paced
Machine Learning Foundations for Product Managers
Opens on Coursera ↗
Cloud Machine Learning Engineering and MLOps
📚 External: Coursera ↗
Self-paced
Cloud Machine Learning Engineering and MLOps
Opens on Coursera ↗
Auto Machine Learning (AutoML) Using AutoGluon
📚 External: Coursera ↗
Self-paced
Auto Machine Learning (AutoML) Using AutoGluon
Opens on Coursera ↗