Foundations

ML Fundamentals

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

11,388
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
Quantum: Current State 2023 (Quantum pt2) - Computerphile
ML Fundamentals ⚡ AI Lesson
Quantum: Current State 2023 (Quantum pt2) - Computerphile
Computerphile Intermediate 2y ago
How is everyone using Web ML? Get inspired!
ML Fundamentals
How is everyone using Web ML? Get inspired!
Google for Developers Beginner 2y ago
Stanford Seminar - Control-Oriented Learning for Dynamical Systems
ML Fundamentals ⚡ AI Lesson
Stanford Seminar - Control-Oriented Learning for Dynamical Systems
Stanford Online Advanced 2y ago
Supercharge Your Coding Environment: Master the 5 Must-Have Chrome Extensions
ML Fundamentals ⚡ AI Lesson
Supercharge Your Coding Environment: Master the 5 Must-Have Chrome Extensions
Entri Coding മലയാളം Beginner 2y ago
Getting Started With LangChain In 20 Minutes- Build Celebrity Search Application
ML Fundamentals
Getting Started With LangChain In 20 Minutes- Build Celebrity Search Application
Krish Naik Beginner 2y ago
Word2Vec, GloVe, FastText- EXPLAINED!
ML Fundamentals ⚡ AI Lesson
Word2Vec, GloVe, FastText- EXPLAINED!
CodeEmporium Advanced 2y ago
Terence McKenna Explores Art, Psychedelics, Culture, Creativity, and Consciousness
ML Fundamentals ⚡ AI Lesson
Terence McKenna Explores Art, Psychedelics, Culture, Creativity, and Consciousness
deeplizard Beginner 2y ago
Highlights from Entri Elevate Recent Python Meetup
ML Fundamentals
Highlights from Entri Elevate Recent Python Meetup
Entri Coding മലയാളം Beginner 2y ago
Coursera partners with 300 leading universities and companies
ML Fundamentals
Coursera partners with 300 leading universities and companies
Coursera Beginner 2y ago
An Important Advice-AI Is Advancing Just Start Learning AI Before Its Late
ML Fundamentals
An Important Advice-AI Is Advancing Just Start Learning AI Before Its Late
Krish Naik Beginner 2y ago
Movie Genre Prediction
ML Fundamentals ⚡ AI Lesson
Movie Genre Prediction
Abhishek Thakur Beginner 2y ago
Converting Python AI models to JavaScript
ML Fundamentals
Converting Python AI models to JavaScript
Google for Developers Beginner 2y ago
AWS ML Heroes: Building GenAI Experiences on AWS in 15 Minutes! (Ep. 2)
ML Fundamentals ⚡ AI Lesson
AWS ML Heroes: Building GenAI Experiences on AWS in 15 Minutes! (Ep. 2)
AWS Developers Intermediate 2y ago
PyTorch New York Meetup - June 2023
ML Fundamentals
PyTorch New York Meetup - June 2023
PyTorch Advanced 2y ago
We just discovered faster sorting algorithms!
ML Fundamentals
We just discovered faster sorting algorithms!
Underfitted Beginner 2y ago
Hugging Face: Fine-Tune NLP Pipeline for Question Answering | Transformers & Attention Mechanism
ML Fundamentals
Hugging Face: Fine-Tune NLP Pipeline for Question Answering | Transformers & Attention Mechanism
Analytics Vidhya Advanced 2y ago
Andrew Ng and Chris Manning Discuss Natural Language Processing
ML Fundamentals
Andrew Ng and Chris Manning Discuss Natural Language Processing
Stanford Online Beginner 2y ago
#Coursera - the ultimate platform for learning new skills and advancing your career!
ML Fundamentals
#Coursera - the ultimate platform for learning new skills and advancing your career!
Coursera Beginner 2y ago
How I would learn Machine Learning if I could start over
ML Fundamentals
How I would learn Machine Learning if I could start over
AssemblyAI Beginner 2y ago
Deep Learning for Computer Vision with Python and TensorFlow – Complete Course
ML Fundamentals
Deep Learning for Computer Vision with Python and TensorFlow – Complete Course
freeCodeCamp.org Advanced 2y ago
Deep Learning with PyTorch Author Interview with Eli Stevens, Luca Antiga, and Thomas Viehmann
ML Fundamentals ⚡ AI Lesson
Deep Learning with PyTorch Author Interview with Eli Stevens, Luca Antiga, and Thomas Viehmann
Sophia Yang Beginner 2y ago
Data Science Competitions - Kaggle & DataHack - Explained in 60 Seconds
ML Fundamentals
Data Science Competitions - Kaggle & DataHack - Explained in 60 Seconds
Analytics Vidhya Beginner 2y ago
Building GenAI Experiences on Amazon SageMaker - AWS Machine Learning in 15 (Ep. 1)
ML Fundamentals ⚡ AI Lesson
Building GenAI Experiences on Amazon SageMaker - AWS Machine Learning in 15 (Ep. 1)
AWS Developers Intermediate 2y ago
Addressing the Cold Start Problem: Heuristic Models and Training Data in Slack
ML Fundamentals
Addressing the Cold Start Problem: Heuristic Models and Training Data in Slack
MLOps.community Intermediate 2y ago
Python Libraries | Data Science | GeeksforGeeks
ML Fundamentals
Python Libraries | Data Science | GeeksforGeeks
GeeksforGeeks Beginner 2y ago
Privacy and Security in Slack: Safeguarding Data in Features and Models
ML Fundamentals
Privacy and Security in Slack: Safeguarding Data in Features and Models
MLOps.community Intermediate 2y ago
Webinar: The decisive decade - Strategies for regeneration through social finance
ML Fundamentals
Webinar: The decisive decade - Strategies for regeneration through social finance
Saïd Business School, University of Oxford Intermediate 2y ago
Sloth or Pastry? Using PyTorch and Deep Learning for Image Classification
ML Fundamentals ⚡ AI Lesson
Sloth or Pastry? Using PyTorch and Deep Learning for Image Classification
DataCamp Advanced 2y ago
Create Deepfake Video on CPU Machine at No Cost using AI
ML Fundamentals ⚡ AI Lesson
Create Deepfake Video on CPU Machine at No Cost using AI
AI Anytime Beginner 2y ago
From Zero to AI Hero | An Inspiring Journey of an AI Engineer
ML Fundamentals
From Zero to AI Hero | An Inspiring Journey of an AI Engineer
GeeksforGeeks Beginner 2y ago
What Is Generative AI
ML Fundamentals
What Is Generative AI
Krish Naik Beginner 2y ago
The Shocking Truth about the Equifax Disaster Revealed!
ML Fundamentals
The Shocking Truth about the Equifax Disaster Revealed!
Entri Coding മലയാളം Beginner 2y ago
What is Genomics? | Your Complete Guide to Understanding Genomics
ML Fundamentals
What is Genomics? | Your Complete Guide to Understanding Genomics
Entri Coding മലയാളം Beginner 2y ago
Complete Anomaly Detection Tutorials Machine Learning And Its Types With Implementation | Krish Naik
ML Fundamentals
Complete Anomaly Detection Tutorials Machine Learning And Its Types With Implementation | Krish Naik
Krish Naik Beginner 2y ago
End To End Deep Learning Project Using MLOPS DVC Pipeline With Deployments Azure And AWS- Krish Naik
ML Fundamentals
End To End Deep Learning Project Using MLOPS DVC Pipeline With Deployments Azure And AWS- Krish Naik
Krish Naik Beginner 2y ago
Stanford Seminar - A Picture of the Prediction Space of Deep Networks
ML Fundamentals ⚡ AI Lesson
Stanford Seminar - A Picture of the Prediction Space of Deep Networks
Stanford Online Advanced 2y ago
The Fascinating Story of the First Computer Bug
ML Fundamentals
The Fascinating Story of the First Computer Bug
Entri Coding മലയാളം Beginner 2y ago
Stanford Seminar - Human-AI Interaction Under Societal Disagreement
ML Fundamentals
Stanford Seminar - Human-AI Interaction Under Societal Disagreement
Stanford Online Advanced 2y ago
What does the future hold for Natural Language Processing? - Andrew Ng & Chris Manning
ML Fundamentals
What does the future hold for Natural Language Processing? - Andrew Ng & Chris Manning
Stanford Online Beginner 2y ago
From Privacy to Power: The Impact of Datafication on Society
ML Fundamentals
From Privacy to Power: The Impact of Datafication on Society
Entri Coding മലയാളം Beginner 2y ago
Retraining existing ML models with transfer learning
ML Fundamentals
Retraining existing ML models with transfer learning
Google for Developers Beginner 2y ago
Where can YOU learn about machine learning?
ML Fundamentals
Where can YOU learn about machine learning?
Google for Developers Beginner 2y ago
What advice do you have for someone breaking in to AI?  - Chris Manning & Andrew Ng
ML Fundamentals ⚡ AI Lesson
What advice do you have for someone breaking in to AI? - Chris Manning & Andrew Ng
Stanford Online Beginner 2y ago
Avoid Common Mistakes: 4 Beginner-Friendly Programming Languages
ML Fundamentals
Avoid Common Mistakes: 4 Beginner-Friendly Programming Languages
Entri Coding മലയാളം Beginner 2y ago
Bring intelligent insights to your industrial operations with Amazon Monitron- AWS Online Tech Talks
ML Fundamentals ⚡ AI Lesson
Bring intelligent insights to your industrial operations with Amazon Monitron- AWS Online Tech Talks
AWS Developers Intermediate 2y ago
End To End NLP Project Implementation With Deployment Github Action- Text Summarization- Krish Naik
ML Fundamentals
End To End NLP Project Implementation With Deployment Github Action- Text Summarization- Krish Naik
Krish Naik Beginner 2y ago
MERCY MEDICAL CENTER | Computers Errors 'Kill' Off 8500 Patients
ML Fundamentals
MERCY MEDICAL CENTER | Computers Errors 'Kill' Off 8500 Patients
Entri Coding മലയാളം Beginner 2y ago
Roll your own Web ML models from a blank canvas
ML Fundamentals
Roll your own Web ML models from a blank canvas
Google for Developers Beginner 2y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Visualizing Filters of a CNN using TensorFlow
📚 Coursera Course ↗
Self-paced
Visualizing Filters of a CNN using TensorFlow
Opens on Coursera ↗
Finalize a Data Science Project
📚 Coursera Course ↗
Self-paced
Finalize a Data Science Project
Opens on Coursera ↗
Principles of Computing (Part 1)
📚 Coursera Course ↗
Self-paced
Principles of Computing (Part 1)
Opens on Coursera ↗
Deep Learning for Real Estate Price Prediction
📚 Coursera Course ↗
Self-paced
Deep Learning for Real Estate Price Prediction
Opens on Coursera ↗
Titanic Survival Prediction Using Machine Learning
📚 Coursera Course ↗
Self-paced
Titanic Survival Prediction Using Machine Learning
Opens on Coursera ↗
Machine Learning Pipelines with Azure ML Studio
📚 Coursera Course ↗
Self-paced
Machine Learning Pipelines with Azure ML Studio
Opens on Coursera ↗