Foundations

ML Fundamentals

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

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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
Tricks to Fine Tuning // Prithviraj Ammanabrolu // MLOps Podcast #318
ML Fundamentals
Tricks to Fine Tuning // Prithviraj Ammanabrolu // MLOps Podcast #318
MLOps.community Advanced 11mo ago
Neural Network Project in Tamil | Credit Card Fraud Detection with Deep Learning | Adi Explains
ML Fundamentals
Neural Network Project in Tamil | Credit Card Fraud Detection with Deep Learning | Adi Explains
Adi Explains Beginner 11mo ago
CNNs 'Valid' vs 'Same' Padding ๐Ÿ“š - Zero Padding Terminology ๐Ÿ’ฌ - Topic 280 #ai #ml
ML Fundamentals โšก AI Lesson
CNNs 'Valid' vs 'Same' Padding ๐Ÿ“š - Zero Padding Terminology ๐Ÿ’ฌ - Topic 280 #ai #ml
deeplizard Beginner 11mo ago
Part 2 | Hands-On End-to-End ML Model Deployment on Kubernetes | Setup Podman and install Kind
ML Fundamentals
Part 2 | Hands-On End-to-End ML Model Deployment on Kubernetes | Setup Podman and install Kind
Abonia Sojasingarayar Beginner 11mo ago
Building a Real-world ML Project: Predictive Modeling, Evaluation, and Deployment
ML Fundamentals
Building a Real-world ML Project: Predictive Modeling, Evaluation, and Deployment
GeeksforGeeks Beginner 11mo ago
Darren Aronofsky and Demis Hassabis on storytelling in the age of AI
ML Fundamentals
Darren Aronofsky and Demis Hassabis on storytelling in the age of AI
Google for Developers Beginner 12mo ago
Best Degrees for Data Scientists (2025)
ML Fundamentals โšก AI Lesson
Best Degrees for Data Scientists (2025)
365 Data Science Beginner 12mo ago
#06 Data Types, Functions & Type Casting | Data Science for Beginners in Tamil
ML Fundamentals
#06 Data Types, Functions & Type Casting | Data Science for Beginners in Tamil
AI Coach John (Tamil) Beginner 12mo ago
CS50's Fundamentals of AI - Lecture 3 - Sensing (live, unedited)
ML Fundamentals
CS50's Fundamentals of AI - Lecture 3 - Sensing (live, unedited)
CS50 Beginner 12mo ago
Building and Evaluating Models: Linear Regression, Decision Trees, and Validation
ML Fundamentals
Building and Evaluating Models: Linear Regression, Decision Trees, and Validation
GeeksforGeeks Intermediate 12mo ago
Behind the lens: AI, creativity, and the future of filmmaking tools
ML Fundamentals
Behind the lens: AI, creativity, and the future of filmmaking tools
Google for Developers Beginner 12mo ago
The Atlas of AI Representations
ML Fundamentals
The Atlas of AI Representations
Latent Space Intermediate 12mo ago
Automate your work and integrate with Google Workspace
ML Fundamentals
Automate your work and integrate with Google Workspace
Google Cloud Tech Beginner 12mo ago
Auto Zero Padding in Neural Networks ๐Ÿ’ป - CNNs and API Convenience ๐Ÿ› ๏ธ - Topic 279 #ai #ml
ML Fundamentals โšก AI Lesson
Auto Zero Padding in Neural Networks ๐Ÿ’ป - CNNs and API Convenience ๐Ÿ› ๏ธ - Topic 279 #ai #ml
deeplizard Beginner 12mo ago
Can quantum computers break the speed of information?
ML Fundamentals
Can quantum computers break the speed of information?
Serrano.Academy Beginner 12mo ago
Took Me Two Years To Learn This But You Only Need These Three Videos #machinelearning #shorts #ai
ML Fundamentals
Took Me Two Years To Learn This But You Only Need These Three Videos #machinelearning #shorts #ai
WebKnower Beginner 12mo ago
CS50's Fundamentals of AI - Lecture 1 - Predicting (live, unedited)
ML Fundamentals
CS50's Fundamentals of AI - Lecture 1 - Predicting (live, unedited)
CS50 Beginner 12mo ago
Unlocking ML Performance on TPUs and GPUs
ML Fundamentals
Unlocking ML Performance on TPUs and GPUs
Google Cloud Tech Beginner 12mo ago
Do more with Chrome DevTools and less CTRL + TAB
ML Fundamentals
Do more with Chrome DevTools and less CTRL + TAB
Chrome for Developers Beginner 12mo ago
Performance debugging in DevTools
ML Fundamentals
Performance debugging in DevTools
Chrome for Developers Beginner 12mo ago
Abstracts: Heat Transfer and Deep Learning with Hongxia Hao and Bing Lv
ML Fundamentals
Abstracts: Heat Transfer and Deep Learning with Hongxia Hao and Bing Lv
Microsoft Research Beginner 12mo ago
#01 Myths & Realities to become a Data Scientist ๐Ÿšจ | Data Science Course Series in Tamil
ML Fundamentals
#01 Myths & Realities to become a Data Scientist ๐Ÿšจ | Data Science Course Series in Tamil
AI Coach John (Tamil) Beginner 12mo ago
Oxford Bank Governance Programme
ML Fundamentals
Oxford Bank Governance Programme
Saรฏd Business School, University of Oxford Beginner 12mo ago
Adding memory to Cursor using MCP and a Knowledge Graph database
ML Fundamentals โšก AI Lesson
Adding memory to Cursor using MCP and a Knowledge Graph database
Simon Willison (underfitted) Beginner 12mo ago
Which Projects Will Surprise Tech Companies #shorts #tech #company #coding #jobs #project
ML Fundamentals
Which Projects Will Surprise Tech Companies #shorts #tech #company #coding #jobs #project
WebKnower Beginner 12mo ago
Neural Network Training in Tamil | Epoch | Batch Size | Batch Norm | Optimizers | Early Stopping
ML Fundamentals
Neural Network Training in Tamil | Epoch | Batch Size | Batch Norm | Optimizers | Early Stopping
Adi Explains Beginner 1y ago
A Problem with Infinite Hotel Keys - Numberphile
ML Fundamentals
A Problem with Infinite Hotel Keys - Numberphile
Numberphile Beginner 1y ago
Oxford Africa Business Forum: Development Finance - A Double Edged-Sword?
ML Fundamentals
Oxford Africa Business Forum: Development Finance - A Double Edged-Sword?
Saรฏd Business School, University of Oxford Intermediate 1y ago
5 Jobs in High Demand: How to Find the Right One for You
ML Fundamentals
5 Jobs in High Demand: How to Find the Right One for You
Coursera Intermediate 1y ago
How to Land a Machine Learning Engineering Role
ML Fundamentals
How to Land a Machine Learning Engineering Role
Jean Lee Beginner 1y ago
Keras & TensorFlow Tutorial - Image classification with MLP - Code explained line by line
ML Fundamentals
Keras & TensorFlow Tutorial - Image classification with MLP - Code explained line by line
The Gradient Path Beginner 1y ago
How to create a Dev Container for your project in Visual Studio Code
ML Fundamentals โšก AI Lesson
How to create a Dev Container for your project in Visual Studio Code
Simon Willison (underfitted) Intermediate 1y ago
Hackerโ€™s Perspective: Realistic AI Attack Scenarios
ML Fundamentals โšก AI Lesson
Hackerโ€™s Perspective: Realistic AI Attack Scenarios
SANS Institute Beginner 1y ago
The Human Element in AI: Why People Still Matter in a Machine-Led Era
ML Fundamentals โšก AI Lesson
The Human Element in AI: Why People Still Matter in a Machine-Led Era
SANS Institute Beginner 1y ago
Hash Collisions & The Birthday Paradox - Computerphile
ML Fundamentals โšก AI Lesson
Hash Collisions & The Birthday Paradox - Computerphile
Computerphile Beginner 1y ago
Part 1 | Hands-On End-to-End ML Model Deployment on Kubernetes | Introduction & Project Setup
ML Fundamentals
Part 1 | Hands-On End-to-End ML Model Deployment on Kubernetes | Introduction & Project Setup
Abonia Sojasingarayar Beginner 1y ago
Primary Visual Cortex: How brain processes what we see
ML Fundamentals โšก AI Lesson
Primary Visual Cortex: How brain processes what we see
CodeEmporium Advanced 1y ago
ML Foundations for AI Engineers (in 34 Minutes)
ML Fundamentals
ML Foundations for AI Engineers (in 34 Minutes)
Shaw Talebi Beginner 1y ago
Turing winner David Patterson: how to give AI a bad carbon footprint
ML Fundamentals
Turing winner David Patterson: how to give AI a bad carbon footprint
Google for Developers Intermediate 12mo ago
Demis Hassabis on the frontiers of AI
ML Fundamentals
Demis Hassabis on the frontiers of AI
Google for Developers Beginner 12mo ago
What's new in the Gemmaverse
ML Fundamentals
What's new in the Gemmaverse
Google for Developers Intermediate 12mo ago
Getting Started with Machine Learning: Supervised and Unsupervised Learning + Scikit-Learn
ML Fundamentals
Getting Started with Machine Learning: Supervised and Unsupervised Learning + Scikit-Learn
GeeksforGeeks Beginner 12mo ago
Train your JAX models using model.fit(...) in Keras 3
ML Fundamentals
Train your JAX models using model.fit(...) in Keras 3
Google for Developers Beginner 12mo ago
What is JAX?
ML Fundamentals
What is JAX?
Google for Developers Beginner 12mo ago
Zero Padding Thickness Depends on What โ“๐Ÿ“ - DL Beginner ๐Ÿ› ๏ธ - Topic 278 #ai #ml
ML Fundamentals โšก AI Lesson
Zero Padding Thickness Depends on What โ“๐Ÿ“ - DL Beginner ๐Ÿ› ๏ธ - Topic 278 #ai #ml
deeplizard Beginner 12mo ago
What Zero Padding Achieves ๐Ÿšง - Deep Learning Beginner ๐Ÿ‘ถ - Topic 277 #ai #ml
ML Fundamentals โšก AI Lesson
What Zero Padding Achieves ๐Ÿšง - Deep Learning Beginner ๐Ÿ‘ถ - Topic 277 #ai #ml
deeplizard Beginner 1y ago
Why is it Called Zero Padding โ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 276 #ai #ml
ML Fundamentals โšก AI Lesson
Why is it Called Zero Padding โ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 276 #ai #ml
deeplizard Beginner 1y ago
Will AI kill humanity?
ML Fundamentals
Will AI kill humanity?
GeeksforGeeks Beginner 1y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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Natural Language Processing with Classification and Vector Spaces
๐Ÿ“š Coursera Course โ†—
Self-paced
Natural Language Processing with Classification and Vector Spaces
Opens on Coursera โ†—
AWS Certified AI Practitioner
๐Ÿ“š Coursera Course โ†—
Self-paced
AWS Certified AI Practitioner
Opens on Coursera โ†—
Math for AI beginner part 1 Linear Algebra
๐Ÿ“š Coursera Course โ†—
Self-paced
Math for AI beginner part 1 Linear Algebra
Opens on Coursera โ†—
Practical Machine Learning on H2O
๐Ÿ“š Coursera Course โ†—
Self-paced
Practical Machine Learning on H2O
Opens on Coursera โ†—
Combinatorics and Probability
๐Ÿ“š Coursera Course โ†—
Self-paced
Combinatorics and Probability
Opens on Coursera โ†—
Optimizing Machine Learning Performance
๐Ÿ“š Coursera Course โ†—
Self-paced
Optimizing Machine Learning Performance
Opens on Coursera โ†—