Foundations

ML Fundamentals

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

12,007
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
This Is How You Actually Learn AI and Machine learning
ML Fundamentals
This Is How You Actually Learn AI and Machine learning
Jean Lee Beginner 10mo ago
Career Counseling: The Human Side of the Future of Work
ML Fundamentals
Career Counseling: The Human Side of the Future of Work
Coursera Beginner 10mo ago
Reverse-engineering GGUF | Post-Training Quantization
ML Fundamentals
Reverse-engineering GGUF | Post-Training Quantization
Julia Turc Beginner 10mo ago
๐Ÿ“Š How to Spot Outliers in 60 Seconds! (Data Science Hack!)
ML Fundamentals
๐Ÿ“Š How to Spot Outliers in 60 Seconds! (Data Science Hack!)
Analytics Vidhya Beginner 10mo ago
The AI Behind Netflixs Recommendations
ML Fundamentals
The AI Behind Netflixs Recommendations
AI Simplified Beginner 10mo ago
Gowthami Somepalli  - Secret Life of Noise  Understanding Diffusion Models
ML Fundamentals โšก AI Lesson
Gowthami Somepalli - Secret Life of Noise Understanding Diffusion Models
Cohere Beginner 10mo ago
Stanford Seminar - Build less, design more (interactive systems)
ML Fundamentals
Stanford Seminar - Build less, design more (interactive systems)
Stanford Online Beginner 10mo ago
AI and machine learning pioneers - Summer 2025  #oxfordexperience #oxforduniversity
ML Fundamentals
AI and machine learning pioneers - Summer 2025 #oxfordexperience #oxforduniversity
Saรฏd Business School, University of Oxford Beginner 10mo ago
Reinvent Your Career at 40: Steps to Success
ML Fundamentals
Reinvent Your Career at 40: Steps to Success
Coursera Beginner 10mo ago
CPU Kernel Mode - Computerphile
ML Fundamentals โšก AI Lesson
CPU Kernel Mode - Computerphile
Computerphile Beginner 10mo ago
All Machine Learning Concepts Explained in 18 Minutes!
ML Fundamentals โšก AI Lesson
All Machine Learning Concepts Explained in 18 Minutes!
AI For Beginners Beginner 10mo 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 10mo 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 10mo ago
The Big Daddy of Infinite Integrals - Numberphile
ML Fundamentals
The Big Daddy of Infinite Integrals - Numberphile
Numberphile Beginner 10mo ago
Cross-Validation in ML Explained in 60 Seconds!
ML Fundamentals โšก AI Lesson
Cross-Validation in ML Explained in 60 Seconds!
Analytics Vidhya Beginner 10mo ago
3 to 1,000 Use Cases
ML Fundamentals โšก AI Lesson
3 to 1,000 Use Cases
MLOps.community Beginner 10mo ago
Optimize Cost and User Value Through Model Routing AI Agent
ML Fundamentals โšก AI Lesson
Optimize Cost and User Value Through Model Routing AI Agent
Databricks Beginner 10mo ago
How Databricks Powers Real-Time Threat Detection at Barracuda XDR
ML Fundamentals โšก AI Lesson
How Databricks Powers Real-Time Threat Detection at Barracuda XDR
Databricks Beginner 10mo ago
Physical Intelligence Unleashed: Building robust AI at scale for Edge Devices
ML Fundamentals โšก AI Lesson
Physical Intelligence Unleashed: Building robust AI at scale for Edge Devices
Weights & Biases Beginner 10mo ago
Part 5 | Deploy ML Model on Kubernetes | Setting Up Cluster&Deploy the ML Service
ML Fundamentals
Part 5 | Deploy ML Model on Kubernetes | Setting Up Cluster&Deploy the ML Service
Abonia Sojasingarayar Beginner 10mo ago
AIโ€™s Secret Ingredients: Weights and Bias Explained! | #ai #education #bias #weights #english
ML Fundamentals
AIโ€™s Secret Ingredients: Weights and Bias Explained! | #ai #education #bias #weights #english
FutureSeed AI Beginner 10mo ago
๐Ÿ”ฅFrom Beginner to Data Scientist: A Complete Career Path #shorts #simplilearnShorts Data
ML Fundamentals
๐Ÿ”ฅFrom Beginner to Data Scientist: A Complete Career Path #shorts #simplilearnShorts Data
Simplilearn Beginner 10mo ago
New York Times' Connections: A Case Study on NLP in Word Games โ€”ย Shafik Quoraishee, NYT Games
ML Fundamentals
New York Times' Connections: A Case Study on NLP in Word Games โ€”ย Shafik Quoraishee, NYT Games
AI Engineer Beginner 10mo ago
CNN Explained in Tamil | Connect Convolution with Neural Network + Trainable Params | Adi Explains
ML Fundamentals
CNN Explained in Tamil | Connect Convolution with Neural Network + Trainable Params | Adi Explains
Adi Explains Beginner 10mo 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 10mo ago
๐Ÿ”ฅLatent Space Explained: How AI Understands Concepts ? #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅLatent Space Explained: How AI Understands Concepts ? #shorts #simplilearn
Simplilearn Beginner 10mo ago
Busting the Big AI Myths
ML Fundamentals
Busting the Big AI Myths
MLOps.community Beginner 10mo ago
The Stein Paradox - Numberphile
ML Fundamentals
The Stein Paradox - Numberphile
Numberphile Beginner 10mo 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 10mo ago
Don't miss this Masterclass, If you are 22 to 35 years of age ๐Ÿ”ฅ| Podcast with AI Coach John in Tamil
ML Fundamentals
Don't miss this Masterclass, If you are 22 to 35 years of age ๐Ÿ”ฅ| Podcast with AI Coach John in Tamil
AI Coach John (Tamil) Beginner 10mo ago
GenAI Observability in Customer Care
ML Fundamentals โšก AI Lesson
GenAI Observability in Customer Care
Databricks Beginner 10mo ago
From Prediction to Prevention: Transforming Risk Management in Insurance
ML Fundamentals โšก AI Lesson
From Prediction to Prevention: Transforming Risk Management in Insurance
Databricks Beginner 10mo ago
Telco Reimagined: Real-World Journeys in Data and AI for Customer Experience Transformation
ML Fundamentals โšก AI Lesson
Telco Reimagined: Real-World Journeys in Data and AI for Customer Experience Transformation
Databricks Beginner 10mo ago
Sponsored by: Dataiku | Agility Meets Governance: How Morgan Stanley Scales ML in a Regulated World
ML Fundamentals โšก AI Lesson
Sponsored by: Dataiku | Agility Meets Governance: How Morgan Stanley Scales ML in a Regulated World
Databricks Beginner 10mo ago
Searching for Meaning in the Age of AI
ML Fundamentals โšก AI Lesson
Searching for Meaning in the Age of AI
Databricks Beginner 10mo ago
Transforming Nestlรฉ USAโ€™s (NUSA) data platform to unlock new analytics and GenAI capabilities
ML Fundamentals โšก AI Lesson
Transforming Nestlรฉ USAโ€™s (NUSA) data platform to unlock new analytics and GenAI capabilities
Databricks Beginner 10mo ago
Unity Catalog Deep Dive: Practitioner's Guide to Best Practices and Patterns
ML Fundamentals โšก AI Lesson
Unity Catalog Deep Dive: Practitioner's Guide to Best Practices and Patterns
Databricks Beginner 10mo ago
Intro to the Mosaic AI Platform: Building Data Intelligence Into Your AI Solutions
ML Fundamentals โšก AI Lesson
Intro to the Mosaic AI Platform: Building Data Intelligence Into Your AI Solutions
Databricks Beginner 10mo ago
3 Secret Places to Show Skills on Your Resume
ML Fundamentals
3 Secret Places to Show Skills on Your Resume
Coursera Beginner 10mo ago
Synthetic data in medical device AI: Challenges and opportunities
ML Fundamentals
Synthetic data in medical device AI: Challenges and opportunities
Weights & Biases Beginner 10mo ago
Katrina Lawrence - ML Math Refresher
ML Fundamentals
Katrina Lawrence - ML Math Refresher
Cohere Beginner 10mo ago
Professional Resume Template - Free Download!
ML Fundamentals
Professional Resume Template - Free Download!
Coursera Beginner 10mo ago
Bagging vs Boosting Explained!
ML Fundamentals โšก AI Lesson
Bagging vs Boosting Explained!
Analytics Vidhya Beginner 10mo ago
๐Ÿ”ฅRoadmap to Become a Generative AI Expert #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅRoadmap to Become a Generative AI Expert #shorts #simplilearn
Simplilearn Beginner 10mo ago
3 Must-Know Data Science Interview Questions (Explained Fast!)
ML Fundamentals โšก AI Lesson
3 Must-Know Data Science Interview Questions (Explained Fast!)
Analytics Vidhya Beginner 10mo ago
Fueling innovation at scale: Inside Pinterest's machine learning platform
ML Fundamentals
Fueling innovation at scale: Inside Pinterest's machine learning platform
Weights & Biases Beginner 10mo ago
๐Ÿ”ฅGenerative AI Roadmap for 2026 #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅGenerative AI Roadmap for 2026 #shorts #simplilearn
Simplilearn Beginner 10mo ago
Breaking the Stigma: How to Talk About Mental Health in the Workplace
ML Fundamentals
Breaking the Stigma: How to Talk About Mental Health in the Workplace
Coursera Beginner 10mo ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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Intro to Artificial Intelligence on Microsoft Azure
๐Ÿ“š Coursera Course โ†—
Self-paced
Intro to Artificial Intelligence on Microsoft Azure
Opens on Coursera โ†—
Responsible Innovation and Trustworthy AI
๐Ÿ“š Coursera Course โ†—
Self-paced
Responsible Innovation and Trustworthy AI
Opens on Coursera โ†—
Salesforce Foundations and Developer Fundamentals
๐Ÿ“š Coursera Course โ†—
Self-paced
Salesforce Foundations and Developer Fundamentals
Opens on Coursera โ†—
Automate Cloud Costs & Governance
๐Ÿ“š Coursera Course โ†—
Self-paced
Automate Cloud Costs & Governance
Opens on Coursera โ†—
Tweet Emotion Recognition with TensorFlow
๐Ÿ“š Coursera Course โ†—
Self-paced
Tweet Emotion Recognition with TensorFlow
Opens on Coursera โ†—
Data Analytics and Machine Learning for Big Data
๐Ÿ“š Coursera Course โ†—
Self-paced
Data Analytics and Machine Learning for Big Data
Opens on Coursera โ†—