Foundations

ML Fundamentals

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

12,020
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
GSoC: Machine Learning for Science (ML4SCI) Umbrella Organization
ML Fundamentals
GSoC: Machine Learning for Science (ML4SCI) Umbrella Organization
Google for Developers Beginner 1y ago
Will Programmers Be Replaced By AI?
ML Fundamentals
Will Programmers Be Replaced By AI?
Jean Lee Beginner 1y ago
Get started with JAX using NNX ๐Ÿฆพ๐Ÿง 
ML Fundamentals
Get started with JAX using NNX ๐Ÿฆพ๐Ÿง 
Google Cloud Tech Beginner 1y ago
Rank & Linear Independence | Hands-On Guide with Linear Regression in Python
ML Fundamentals
Rank & Linear Independence | Hands-On Guide with Linear Regression in Python
Analytics Vidhya Beginner 1y ago
NNX the neural network for Flax explained
ML Fundamentals
NNX the neural network for Flax explained
Google Cloud Tech Beginner 1y ago
Georgetown Bachelor of Arts in Liberal Studies Webinar 1.27.25.
ML Fundamentals
Georgetown Bachelor of Arts in Liberal Studies Webinar 1.27.25.
Coursera Beginner 1y ago
JAX Tutorial: The Lightning-Fast ML Library For Python
ML Fundamentals โšก AI Lesson
JAX Tutorial: The Lightning-Fast ML Library For Python
NeuralNine Beginner 1y ago
Learn AI: EVERYTHING You Need to Know For Beginners
ML Fundamentals
Learn AI: EVERYTHING You Need to Know For Beginners
Jean Lee Beginner 1y ago
ADALINE: Adaptive Linear Neurons - EXPLAINED!
ML Fundamentals โšก AI Lesson
ADALINE: Adaptive Linear Neurons - EXPLAINED!
CodeEmporium Beginner 1y ago
Elastic Net Regularization : Data Science Concepts
ML Fundamentals โšก AI Lesson
Elastic Net Regularization : Data Science Concepts
ritvikmath Beginner 1y ago
Edge Detection with Filters ๐Ÿ–ผ๏ธ - Convolutional Neural Networks - Topic 246 #ai #ml
ML Fundamentals โšก AI Lesson
Edge Detection with Filters ๐Ÿ–ผ๏ธ - Convolutional Neural Networks - Topic 246 #ai #ml
deeplizard Beginner 1y ago
Free Webinar Alert on IT Career๐Ÿšจ #EntriCoding #ITCareer #webinar #tech
ML Fundamentals
Free Webinar Alert on IT Career๐Ÿšจ #EntriCoding #ITCareer #webinar #tech
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
Master Boosting in Machine Learning
ML Fundamentals
Master Boosting in Machine Learning
GeeksforGeeks Beginner 1y ago
Master Stacking in Machine Learning
ML Fundamentals
Master Stacking in Machine Learning
GeeksforGeeks Beginner 1y ago
The Slightly Bungled Mersenne Prime Origin Story - Numberphile
ML Fundamentals
The Slightly Bungled Mersenne Prime Origin Story - Numberphile
Numberphile Beginner 1y ago
Introduction To Deep Learning | History, Biology, and the McCulloch-Pitts Neuron | Tamil Tutorial
ML Fundamentals
Introduction To Deep Learning | History, Biology, and the McCulloch-Pitts Neuron | Tamil Tutorial
Adi Explains Beginner 1y ago
๐“๐ž๐œ๐ก-๐ข๐ง๐  ๐ˆ๐ง๐๐ข๐š ๐ญ๐จ ๐ง๐ž๐ฐ ๐ก๐ž๐ข๐ ๐ก๐ญ๐ฌ ๐ญ๐ก๐ข๐ฌ ๐‘๐ž๐ฉ๐ฎ๐›๐ฅ๐ข๐œ ๐ƒ๐š๐ฒ! #republicday #technology #aivideo #trending
ML Fundamentals
๐“๐ž๐œ๐ก-๐ข๐ง๐  ๐ˆ๐ง๐๐ข๐š ๐ญ๐จ ๐ง๐ž๐ฐ ๐ก๐ž๐ข๐ ๐ก๐ญ๐ฌ ๐ญ๐ก๐ข๐ฌ ๐‘๐ž๐ฉ๐ฎ๐›๐ฅ๐ข๐œ ๐ƒ๐š๐ฒ! #republicday #technology #aivideo #trending
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
BITS Pilani - Start a career in Computer Science - 1.24.25.
ML Fundamentals
BITS Pilani - Start a career in Computer Science - 1.24.25.
Coursera Beginner 1y ago
What Is an AI Strategist? (And What Do They Do?)
ML Fundamentals
What Is an AI Strategist? (And What Do They Do?)
365 Data Science Beginner 1y ago
Convolution Step-by-Step ๐Ÿ“ˆ - AI Model Training Insight - Topic 245 #ai #ml
ML Fundamentals โšก AI Lesson
Convolution Step-by-Step ๐Ÿ“ˆ - AI Model Training Insight - Topic 245 #ai #ml
deeplizard Beginner 1y ago
The Ultimate Data Science & AI Bootcamp #shorts #codebasics #data #dataanalyst #datascience
ML Fundamentals
The Ultimate Data Science & AI Bootcamp #shorts #codebasics #data #dataanalyst #datascience
codebasics Beginner 1y ago
Skyflow CEO on Data Privacy with Databricks at AWS re:Invent
ML Fundamentals โšก AI Lesson
Skyflow CEO on Data Privacy with Databricks at AWS re:Invent
Databricks Beginner 1y ago
How Akshay Agrawal discovered Julia and Pluto notebooks
ML Fundamentals โšก AI Lesson
How Akshay Agrawal discovered Julia and Pluto notebooks
Weights & Biases Beginner 1y ago
Matrix Operations for Data Science with Hands-On Project
ML Fundamentals โšก AI Lesson
Matrix Operations for Data Science with Hands-On Project
Analytics Vidhya Beginner 1y ago
Fraud Detection with Graphs
ML Fundamentals โšก AI Lesson
Fraud Detection with Graphs
Data Skeptic Beginner 1y ago
5 Awesome Machine Learning Project Ideas For Your Resume
ML Fundamentals โšก AI Lesson
5 Awesome Machine Learning Project Ideas For Your Resume
NeuralNine Beginner 1y ago
The Snakey Hexomino (unsolved Tic-Tac-Toe problem) - Numberphile
ML Fundamentals
The Snakey Hexomino (unsolved Tic-Tac-Toe problem) - Numberphile
Numberphile Beginner 1y ago
How to become a Data Scientist in 2025
ML Fundamentals
How to become a Data Scientist in 2025
Sahil & Sarra Beginner 1y ago
Databricks Serverless SQL Warehouses
ML Fundamentals โšก AI Lesson
Databricks Serverless SQL Warehouses
Databricks Beginner 1y ago
Solve Markov Decision Processes with the Value Iteration Algorithm - Computerphile
ML Fundamentals โšก AI Lesson
Solve Markov Decision Processes with the Value Iteration Algorithm - Computerphile
Computerphile Beginner 1y ago
IS SQL WORTH LEARNING IN 2025?
ML Fundamentals
IS SQL WORTH LEARNING IN 2025?
Manish Sharma Beginner 1y ago
Simplifying Mathematics Behind AI | Machine Learning | Community Webinar
ML Fundamentals โšก AI Lesson
Simplifying Mathematics Behind AI | Machine Learning | Community Webinar
Data Science Dojo Beginner 1y ago
Master Bagging in Machine Learning
ML Fundamentals
Master Bagging in Machine Learning
GeeksforGeeks Beginner 1y ago
Overfitting in DT: Pruning Techniques
ML Fundamentals
Overfitting in DT: Pruning Techniques
GeeksforGeeks Beginner 1y ago
Linear Regression and Gradient Descent
ML Fundamentals
Linear Regression and Gradient Descent
GeeksforGeeks Beginner 1y ago
Future of Machine Learning
ML Fundamentals
Future of Machine Learning
GeeksforGeeks Beginner 1y ago
Challenges of Machine Learning
ML Fundamentals
Challenges of Machine Learning
GeeksforGeeks Beginner 1y ago
Types of Machine Learning: Supervised, Unsupervised, Reinforcement
ML Fundamentals
Types of Machine Learning: Supervised, Unsupervised, Reinforcement
GeeksforGeeks Beginner 1y ago
History and Evolution of Machine Learning
ML Fundamentals
History and Evolution of Machine Learning
GeeksforGeeks Beginner 1y ago
Machine Learning Applications Across Industries
ML Fundamentals
Machine Learning Applications Across Industries
GeeksforGeeks Beginner 1y ago
What is Machine Learning? | Lecture 1 | Free Video
ML Fundamentals
What is Machine Learning? | Lecture 1 | Free Video
GeeksforGeeks Beginner 1y ago
Introduction to JAX with Pallas
ML Fundamentals
Introduction to JAX with Pallas
Google Cloud Tech Beginner 1y ago
AI vs ML vs DL vs DS: What's the Difference?
ML Fundamentals
AI vs ML vs DL vs DS: What's the Difference?
GeeksforGeeks Beginner 1y ago
Heriot-Watt University MSc Computer Science Admissions Webinar 1.23.25.
ML Fundamentals
Heriot-Watt University MSc Computer Science Admissions Webinar 1.23.25.
Coursera Beginner 1y ago
Exploring Convolution Operations ๐Ÿ” - Deep Learning Visualization - Topic 244 #ai #ml
ML Fundamentals โšก AI Lesson
Exploring Convolution Operations ๐Ÿ” - Deep Learning Visualization - Topic 244 #ai #ml
deeplizard Beginner 1y ago
Linear Algebra Basics & Vector Operations: Essential Guide for Data Science
ML Fundamentals
Linear Algebra Basics & Vector Operations: Essential Guide for Data Science
Analytics Vidhya Beginner 1y ago
AI VS ML Engineer What Do They Do?
ML Fundamentals
AI VS ML Engineer What Do They Do?
Jean Lee Beginner 1y ago
Convolutional Neural Network Demo ๐Ÿ–ฅ๏ธ - Understanding Convolutions in AI - Topic 243 #ai #ml
ML Fundamentals โšก AI Lesson
Convolutional Neural Network Demo ๐Ÿ–ฅ๏ธ - Understanding Convolutions in AI - Topic 243 #ai #ml
deeplizard Beginner 1y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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Harden AI: Secure Your ML Pipelines
๐Ÿ“š Coursera Course โ†—
Self-paced
Harden AI: Secure Your ML Pipelines
Opens on Coursera โ†—
Device-based Models with TensorFlow Lite
๐Ÿ“š Coursera Course โ†—
Self-paced
Device-based Models with TensorFlow Lite
Opens on Coursera โ†—
Fraud Detection on Financial Transactions with Machine Learning on Google Cloud
๐Ÿ“š Coursera Course โ†—
Self-paced
Fraud Detection on Financial Transactions with Machine Learning on Google Cloud
Opens on Coursera โ†—
Basic Data Processing and Visualization
๐Ÿ“š Coursera Course โ†—
Self-paced
Basic Data Processing and Visualization
Opens on Coursera โ†—
Core Machine Learning & Evaluation
๐Ÿ“š Coursera Course โ†—
Self-paced
Core Machine Learning & Evaluation
Opens on Coursera โ†—
Foundations of Data Science and Machine Learning with Python
๐Ÿ“š Coursera Course โ†—
Self-paced
Foundations of Data Science and Machine Learning with Python
Opens on Coursera โ†—