Foundations

ML Fundamentals

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

11,178
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
A Machine Learning roadmap (the one I recommend to my students)
ML Fundamentals
A Machine Learning roadmap (the one I recommend to my students)
Underfitted Beginner 1y ago
VisionOS 2 turns images into spatial photos | WWDC 2024 | TechCrunch
ML Fundamentals โšก AI Lesson
VisionOS 2 turns images into spatial photos | WWDC 2024 | TechCrunch
TechCrunch Beginner 1y ago
Decision Boundaries Without Mixup ๐Ÿ“ - Data Augmentation Impacts ๐ŸŒŸ - Topic 175 #ai #ml
ML Fundamentals โšก AI Lesson
Decision Boundaries Without Mixup ๐Ÿ“ - Data Augmentation Impacts ๐ŸŒŸ - Topic 175 #ai #ml
deeplizard Beginner 1y ago
Introducing Mixup ๐ŸŽš๏ธ - Innovative Data Blending ๐ŸŽจ - Topic 174 #ai #ml
ML Fundamentals โšก AI Lesson
Introducing Mixup ๐ŸŽš๏ธ - Innovative Data Blending ๐ŸŽจ - Topic 174 #ai #ml
deeplizard Beginner 1y ago
You can get job ready from anywhere, at anytime with a Professional Certificate from Coursera.
ML Fundamentals
You can get job ready from anywhere, at anytime with a Professional Certificate from Coursera.
Coursera Beginner 1y ago
Unleashing the Power of Machine Learning: How Big Tech Solves Real-World Problems
ML Fundamentals
Unleashing the Power of Machine Learning: How Big Tech Solves Real-World Problems
Lucidate Beginner 1y ago
How Deepfakes Were Invented ๐Ÿบ
ML Fundamentals
How Deepfakes Were Invented ๐Ÿบ
Analytics Vidhya Beginner 1y ago
Day in the life of an online learner. ๐Ÿคญ๐Ÿ‘๐Ÿฝ #onlinelearning #coursera #study #cozyvibes
ML Fundamentals
Day in the life of an online learner. ๐Ÿคญ๐Ÿ‘๐Ÿฝ #onlinelearning #coursera #study #cozyvibes
Coursera Beginner 1y ago
How to Outsmart AI as a Developer with Dr. Chuck [Podcast #127]
ML Fundamentals โšก AI Lesson
How to Outsmart AI as a Developer with Dr. Chuck [Podcast #127]
freeCodeCamp.org Beginner 1y ago
Google Cloud and The FA - using AI to identify future England football stars
ML Fundamentals
Google Cloud and The FA - using AI to identify future England football stars
Google Cloud Beginner 1y ago
Python programming for beginners๐Ÿ‘ฉโ€๐Ÿ’ป - IntroductionโœŒ๏ธ
ML Fundamentals
Python programming for beginners๐Ÿ‘ฉโ€๐Ÿ’ป - IntroductionโœŒ๏ธ
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
Fireside Chat: Zeynep Akata
ML Fundamentals โšก AI Lesson
Fireside Chat: Zeynep Akata
Cohere Beginner 1y ago
AI Learns to Play Tag (and breaks the game)
ML Fundamentals โšก AI Lesson
AI Learns to Play Tag (and breaks the game)
AI Warehouse Beginner 1y ago
When The Stars Turned On | Crash Course Pods: The Universe #4
ML Fundamentals
When The Stars Turned On | Crash Course Pods: The Universe #4
CrashCourse Beginner 1y ago
Machine learning on Google Cloud
ML Fundamentals
Machine learning on Google Cloud
Google Cloud Beginner 1y ago
PyTorch Docathon Kickoff H1 2024
ML Fundamentals
PyTorch Docathon Kickoff H1 2024
PyTorch Beginner 1y ago
JAX in 100 Seconds
ML Fundamentals
JAX in 100 Seconds
Fireship Beginner 1y ago
Building an AI assistant that listens and sees the world (Step by step tutorial)
ML Fundamentals โšก AI Lesson
Building an AI assistant that listens and sees the world (Step by step tutorial)
Underfitted Beginner 1y ago
Flight Price Prediction in Python - Full Machine Learning Project
ML Fundamentals โšก AI Lesson
Flight Price Prediction in Python - Full Machine Learning Project
NeuralNine Beginner 1y ago
AI in Manufacturing | AI & Manufacturing | How AI is Used in the Manufacturing Industry | Edureka
ML Fundamentals
AI in Manufacturing | AI & Manufacturing | How AI is Used in the Manufacturing Industry | Edureka
edureka! Beginner 1y ago
Pandas Readcsv Tutorial
ML Fundamentals โšก AI Lesson
Pandas Readcsv Tutorial
DataCamp Beginner 1y ago
Understanding AI Workflows: From Concept to Production
ML Fundamentals โšก AI Lesson
Understanding AI Workflows: From Concept to Production
NVIDIA Developer Beginner 1y ago
Course outline: "Master Machine Learning with scikit-learn"
ML Fundamentals โšก AI Lesson
Course outline: "Master Machine Learning with scikit-learn"
DataSchool Beginner 1y ago
Jason Lucas - Advancing Low-Resource Multilingual Approaches in the Era of AI
ML Fundamentals
Jason Lucas - Advancing Low-Resource Multilingual Approaches in the Era of AI
Cohere Beginner 1y ago
Learn to deploy AI models on edge devices like smartphones
ML Fundamentals
Learn to deploy AI models on edge devices like smartphones
DeepLearningAI Beginner 1y ago
Leading consultant on how machine learning works and how to successfully operationalize it
ML Fundamentals
Leading consultant on how machine learning works and how to successfully operationalize it
Talks at Google Beginner 1y ago
Model CI/CD Course: Hosting a Webhook server
ML Fundamentals โšก AI Lesson
Model CI/CD Course: Hosting a Webhook server
Weights & Biases Beginner 1y ago
Course overview: "Master Machine Learning with scikit-learn"
ML Fundamentals โšก AI Lesson
Course overview: "Master Machine Learning with scikit-learn"
DataSchool Beginner 1y ago
Linear Algebra Course โ€“ Mathematics for Machine Learning and Generative AI
ML Fundamentals โšก AI Lesson
Linear Algebra Course โ€“ Mathematics for Machine Learning and Generative AI
freeCodeCamp.org Beginner 1y ago
Informer: Time series Transformer - EXPLAINED!
ML Fundamentals โšก AI Lesson
Informer: Time series Transformer - EXPLAINED!
CodeEmporium Beginner 1y ago
Desk Break Tricep Pushdowns for Strong Arms with Mandy ๐Ÿ’ช
ML Fundamentals โšก AI Lesson
Desk Break Tricep Pushdowns for Strong Arms with Mandy ๐Ÿ’ช
deeplizard Beginner 1y ago
Practical Data Augmentation ๐Ÿ”ง - Smart Image Tweaks ๐Ÿ–ผ๏ธ - Topic 173 #ai #ml
ML Fundamentals โšก AI Lesson
Practical Data Augmentation ๐Ÿ”ง - Smart Image Tweaks ๐Ÿ–ผ๏ธ - Topic 173 #ai #ml
deeplizard Beginner 1y ago
Why Use Data Augmentation? ๐Ÿ” - Boosting Model Generalization ๐Ÿš€ - Topic 172 #ai #ml
ML Fundamentals โšก AI Lesson
Why Use Data Augmentation? ๐Ÿ” - Boosting Model Generalization ๐Ÿš€ - Topic 172 #ai #ml
deeplizard Beginner 1y ago
Data Augmentation Explained ๐Ÿ”„ - Enhanced Training Techniques ๐Ÿ“ˆ - Topic 171 #ai #ml
ML Fundamentals โšก AI Lesson
Data Augmentation Explained ๐Ÿ”„ - Enhanced Training Techniques ๐Ÿ“ˆ - Topic 171 #ai #ml
deeplizard Beginner 1y ago
Reduce Regularization ๐Ÿ” Prevent Underfitting ๐Ÿ”ง - Topic 170 #ai #ml
ML Fundamentals โšก AI Lesson
Reduce Regularization ๐Ÿ” Prevent Underfitting ๐Ÿ”ง - Topic 170 #ai #ml
deeplizard Beginner 1y ago
Do you have a childhood dream? For Kyle, that was becoming a video game developer. ๐ŸŽฎ
ML Fundamentals
Do you have a childhood dream? For Kyle, that was becoming a video game developer. ๐ŸŽฎ
Coursera Beginner 1y ago
Fight Underfitting #2 ๐ŸฅŠ - Add More Features ๐Ÿงฌ - Topic 169 #ai #ml
ML Fundamentals โšก AI Lesson
Fight Underfitting #2 ๐ŸฅŠ - Add More Features ๐Ÿงฌ - Topic 169 #ai #ml
deeplizard Beginner 1y ago
Boosting Complexity to Reduce Underfitting ๐Ÿš€ - Advanced Models 101 ๐Ÿง  - Topic 168 #ai #ml
ML Fundamentals โšก AI Lesson
Boosting Complexity to Reduce Underfitting ๐Ÿš€ - Advanced Models 101 ๐Ÿง  - Topic 168 #ai #ml
deeplizard Beginner 1y ago
Advance your career with Courseraโ€ฆlike literally. Inspired by hismile and Kim Kardashian.
ML Fundamentals
Advance your career with Courseraโ€ฆlike literally. Inspired by hismile and Kim Kardashian.
Coursera Beginner 1y ago
Deadlifts to Unlock Total Body Strength with Mandy ๐Ÿ˜ฎโ€๐Ÿ’จ๐Ÿ’ช
ML Fundamentals โšก AI Lesson
Deadlifts to Unlock Total Body Strength with Mandy ๐Ÿ˜ฎโ€๐Ÿ’จ๐Ÿ’ช
deeplizard Beginner 1y ago
Fight Underfitting #1 ๐ŸฅŠ - Increase Model Complexity ๐Ÿ“ˆ - Topic 167 #ai #ml
ML Fundamentals โšก AI Lesson
Fight Underfitting #1 ๐ŸฅŠ - Increase Model Complexity ๐Ÿ“ˆ - Topic 167 #ai #ml
deeplizard Beginner 1y ago
Underfitting vs Overfitting ๐Ÿ†š - ML Problem Overview ๐Ÿ“š - Topic 166 #ai #ml
ML Fundamentals โšก AI Lesson
Underfitting vs Overfitting ๐Ÿ†š - ML Problem Overview ๐Ÿ“š - Topic 166 #ai #ml
deeplizard Beginner 1y ago
Cozy morning with coffee and Coursera. ๐Ÿ’™ #onlinelearning #coursera #study #cozyvibes
ML Fundamentals
Cozy morning with coffee and Coursera. ๐Ÿ’™ #onlinelearning #coursera #study #cozyvibes
Coursera Beginner 1y ago
Spotting Underfitting ๐Ÿ” - Simple Detection in ML ๐Ÿ“‰ - Topic 165 #ai #ml
ML Fundamentals โšก AI Lesson
Spotting Underfitting ๐Ÿ” - Simple Detection in ML ๐Ÿ“‰ - Topic 165 #ai #ml
deeplizard Beginner 1y ago
Regularization: Overfitting Antidote #4 ๐Ÿ’Š - Intro to Techniques ๐Ÿงช - Topic 164 #ai #ml
ML Fundamentals โšก AI Lesson
Regularization: Overfitting Antidote #4 ๐Ÿ’Š - Intro to Techniques ๐Ÿงช - Topic 164 #ai #ml
deeplizard Beginner 1y ago
Gaining in-demand skills from industry leaders makes you a more attractive candidate for tech roles.
ML Fundamentals
Gaining in-demand skills from industry leaders makes you a more attractive candidate for tech roles.
Coursera Beginner 1y ago
Reduce Overfitting ๐Ÿ”ฌ Approach #3 ๐Ÿ“š - Model Adjustments ๐Ÿ› ๏ธ - Topic 163 #ai #ml
ML Fundamentals โšก AI Lesson
Reduce Overfitting ๐Ÿ”ฌ Approach #3 ๐Ÿ“š - Model Adjustments ๐Ÿ› ๏ธ - Topic 163 #ai #ml
deeplizard Beginner 1y ago
Introduction to model ensembling
ML Fundamentals โšก AI Lesson
Introduction to model ensembling
DataSchool Beginner 1y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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Advanced Java Concepts
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Advanced Java Concepts
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Machine Learning Algorithms: Supervised Learning Tip to Tail
๐Ÿ“š Coursera Course โ†—
Self-paced
Machine Learning Algorithms: Supervised Learning Tip to Tail
Opens on Coursera โ†—
Unsupervised Learning, Recommenders, Reinforcement Learning
๐Ÿ“š Coursera Course โ†—
Self-paced
Unsupervised Learning, Recommenders, Reinforcement Learning
Opens on Coursera โ†—
Advanced Linear Models for Data Science 2: Statistical Linear Models
๐Ÿ“š Coursera Course โ†—
Self-paced
Advanced Linear Models for Data Science 2: Statistical Linear Models
Opens on Coursera โ†—
Introduction to Computer Vision
๐Ÿ“š Coursera Course โ†—
Self-paced
Introduction to Computer Vision
Opens on Coursera โ†—
 Supervised Machine Learning: Classification
๐Ÿ“š Coursera Course โ†—
Self-paced
Supervised Machine Learning: Classification
Opens on Coursera โ†—