Foundations

ML Fundamentals

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

11,165
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
CU Boulder - Overview of the MS in Computer Science Program - 2.6.25.
ML Fundamentals
CU Boulder - Overview of the MS in Computer Science Program - 2.6.25.
Coursera Beginner 1y ago
10 Surprising Benefits of Online Learning
ML Fundamentals
10 Surprising Benefits of Online Learning
Coursera Beginner 1y ago
How CPU Memory & Caches Work - Computerphile
ML Fundamentals โšก AI Lesson
How CPU Memory & Caches Work - Computerphile
Computerphile Beginner 1y ago
Fashion MNIST with Convolutional Networks ๐Ÿ‘• - AI in Fashion - Topic 249 #ai #ml
ML Fundamentals โšก AI Lesson
Fashion MNIST with Convolutional Networks ๐Ÿ‘• - AI in Fashion - Topic 249 #ai #ml
deeplizard Beginner 1y ago
6 Mistakes to Avoid When Learning Machine Learning in 2025
ML Fundamentals
6 Mistakes to Avoid When Learning Machine Learning in 2025
AI For Beginners Beginner 1y ago
Shakespeare, Numbers, and Chronograms - Numberphile
ML Fundamentals
Shakespeare, Numbers, and Chronograms - Numberphile
Numberphile Beginner 1y ago
QA vs QC: Whatโ€™s the Difference? | Quality Assurance | Quality Control | Software Testing
ML Fundamentals
QA vs QC: Whatโ€™s the Difference? | Quality Assurance | Quality Control | Software Testing
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
AI Learns to Escape Extreme Maze
ML Fundamentals โšก AI Lesson
AI Learns to Escape Extreme Maze
AI Warehouse Beginner 1y ago
Eigenvalues, Eigenvectors & PCA Explained | Linear Algebra for Data Science
ML Fundamentals โšก AI Lesson
Eigenvalues, Eigenvectors & PCA Explained | Linear Algebra for Data Science
Analytics Vidhya Beginner 1y ago
Filter Effects in Convolutional Networks ๐Ÿ”€ - AI Model Training - Topic 248 #ai #ml
ML Fundamentals โšก AI Lesson
Filter Effects in Convolutional Networks ๐Ÿ”€ - AI Model Training - Topic 248 #ai #ml
deeplizard Beginner 1y ago
All Machine Learning Models Clearly Explained!
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ML Fundamentals โšก AI Lesson
All Machine Learning Models Clearly Explained!
AI For Beginners Beginner 1y ago
House Price Prediction in Python | Full Machine Learning Project Tutorial
ML Fundamentals
House Price Prediction in Python | Full Machine Learning Project Tutorial
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
The developer infrastructure boom
ML Fundamentals
The developer infrastructure boom
Weights & Biases Beginner 1y ago
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
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
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
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
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
Don't miss out on these exclusive January coding offers๐Ÿคฉ
ML Fundamentals
Don't miss out on these exclusive January coding offers๐Ÿคฉ
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
ReLU Activation After Convolution ๐Ÿ”„ - Neural Network Mechanics - Topic 247 #ai #ml
ML Fundamentals โšก AI Lesson
ReLU Activation After Convolution ๐Ÿ”„ - Neural Network Mechanics - Topic 247 #ai #ml
deeplizard 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
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 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
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
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
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
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
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
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AI & Machine Learning: Apply, Build & Solve
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Machine Learning and its Applications
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Amazon Kinesis Video Streams - Getting Started
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Amazon Kinesis Video Streams - Getting Started
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Interpretable Machine Learning Applications: Part 1
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Interpretable Machine Learning Applications: Part 1
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Master Decision Trees in R: Build, Predict & Evaluate
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Master Decision Trees in R: Build, Predict & Evaluate
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