Foundations

ML Fundamentals

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

12,184
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
The Purpose of Train-Test Split in Machine Learning | How to Correctly Split Data?
ML Fundamentals โšก AI Lesson
The Purpose of Train-Test Split in Machine Learning | How to Correctly Split Data?
AI For Beginners Beginner 1y ago
Modern Edge AI experiences
ML Fundamentals
Modern Edge AI experiences
Google Cloud Tech Intermediate 1y ago
Regularization in ML ๐Ÿ”’ - Generalizing Models ๐ŸŒ - Topic 177 #ai #ml
ML Fundamentals โšก AI Lesson
Regularization in ML ๐Ÿ”’ - Generalizing Models ๐ŸŒ - Topic 177 #ai #ml
deeplizard Beginner 1y ago
Run Metaflow Run: Dive into Metaflow Runner API
ML Fundamentals โšก AI Lesson
Run Metaflow Run: Dive into Metaflow Runner API
Outerbounds Beginner 1y ago
Mixup Deep Learning Technique ๐ŸŒ€ - Smoothing Class Boundaries ๐ŸŒˆ - Topic 176 #ai #ml
ML Fundamentals โšก AI Lesson
Mixup Deep Learning Technique ๐ŸŒ€ - Smoothing Class Boundaries ๐ŸŒˆ - Topic 176 #ai #ml
deeplizard Beginner 1y ago
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
Memory in Neuroscience and AI with Kim Stachenfeld, DeepMind
ML Fundamentals โšก AI Lesson
Memory in Neuroscience and AI with Kim Stachenfeld, DeepMind
DataCamp Intermediate 1y ago
AI Product Manager Workshop: Fine-tune Your ML Model - AI PM Community Session #52
ML Fundamentals โšก AI Lesson
AI Product Manager Workshop: Fine-tune Your ML Model - AI PM Community Session #52
Product Management Exercises Intermediate 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 โšก AI Lesson
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
Uber's Michelangelo: Strategic AI Overhaul and Impact // MLOps podcast #239
ML Fundamentals
Uber's Michelangelo: Strategic AI Overhaul and Impact // MLOps podcast #239
MLOps.community Advanced 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
How to build a custom ML model on Google Cloud
ML Fundamentals
How to build a custom ML model on Google Cloud
Google Cloud Intermediate 1y ago
PyTorch Docathon Kickoff H1 2024
ML Fundamentals
PyTorch Docathon Kickoff H1 2024
PyTorch Beginner 1y ago
JAX in 100 Seconds
ML Fundamentals โšก AI Lesson
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
Oxford MSc in Major Programme Management: Programme insights with our Director and Female Alumnae
ML Fundamentals
Oxford MSc in Major Programme Management: Programme insights with our Director and Female Alumnae
Saรฏd Business School, University of Oxford Intermediate 1y ago
Oxford Executive MBA Experience Day: Taster Lecture 'Can corporations think?'
ML Fundamentals
Oxford Executive MBA Experience Day: Taster Lecture 'Can corporations think?'
Saรฏd Business School, University of Oxford Advanced 1y ago
Career Advice from Sam Altman
ML Fundamentals
Career Advice from Sam Altman
Analytics Vidhya Intermediate 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
Insights into building a high-performance computing cloud platform
ML Fundamentals
Insights into building a high-performance computing cloud platform
Weights & Biases Advanced 1y ago
Pandas Readcsv Tutorial
ML Fundamentals โšก AI Lesson
Pandas Readcsv Tutorial
DataCamp 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
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
Machine learning on Google Cloud
ML Fundamentals
Machine learning on Google Cloud
Google Cloud 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
DataHack Summit 2024 | The Experience | Types of Session
ML Fundamentals โšก AI Lesson
DataHack Summit 2024 | The Experience | Types of Session
Analytics Vidhya Intermediate 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
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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AI for Medical Prognosis
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AI for Medical Prognosis
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Build Testable Python Packages for AI
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Self-paced
Build Testable Python Packages for AI
Opens on Coursera โ†—
STAR-CCM+: Fluid Flow & Thermal Simulation
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Self-paced
STAR-CCM+: Fluid Flow & Thermal Simulation
Opens on Coursera โ†—
Statistical Learning for Engineering Part 1
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Self-paced
Statistical Learning for Engineering Part 1
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AI Infrastructure: Cloud TPUs
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AI Infrastructure: Cloud TPUs
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Fundamentals of Machine Learning for Healthcare
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Fundamentals of Machine Learning for Healthcare
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