Foundations

ML Fundamentals

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

12,070
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
10 DAYS 10 QUESTIONS
ML Fundamentals โšก AI Lesson
10 DAYS 10 QUESTIONS
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
5/22 - Overview of CU Boulder's MS in Computer Science Program
ML Fundamentals
5/22 - Overview of CU Boulder's MS in Computer Science Program
Coursera Beginner 1y ago
RLHF in 60 Seconds #ReinforcementLearning #MachineLearning #AI
0:48
ML Fundamentals โšก AI Lesson
RLHF in 60 Seconds #ReinforcementLearning #MachineLearning #AI
AI Beware Beginner 1y ago
Secret Allies in Your Garden ๐Ÿž๐Ÿ๐Ÿ Nature Break with Mandy
ML Fundamentals โšก AI Lesson
Secret Allies in Your Garden ๐Ÿž๐Ÿ๐Ÿ Nature Break with Mandy
deeplizard Beginner 1y ago
Get Better Posture with Reverse Delt Flies ๐Ÿ’ช๐Ÿšถโ€โ™€๏ธ Desk Break Fitness with Mandy
ML Fundamentals โšก AI Lesson
Get Better Posture with Reverse Delt Flies ๐Ÿ’ช๐Ÿšถโ€โ™€๏ธ Desk Break Fitness with Mandy
deeplizard Beginner 1y ago
Earn a degree at your own pace with degree pathways on Coursera. ๐Ÿ“š
ML Fundamentals
Earn a degree at your own pace with degree pathways on Coursera. ๐Ÿ“š
Coursera Beginner 1y ago
An introduction to Mojo (for Python developers)
ML Fundamentals
An introduction to Mojo (for Python developers)
Underfitted Beginner 1y ago
Importance of AI strategy and infrastructure transformation
ML Fundamentals โšก AI Lesson
Importance of AI strategy and infrastructure transformation
Weights & Biases Beginner 1y ago
Fast Track Your ML Career: Job vs. Grad School
ML Fundamentals
Fast Track Your ML Career: Job vs. Grad School
Jean Lee Beginner 1y ago
NEW Multi-Modal AI by APPLE
ML Fundamentals โšก AI Lesson
NEW Multi-Modal AI by APPLE
Discover AI Beginner 1y ago
Machine Learning Paradigm: Reinforcement Learning
ML Fundamentals โšก AI Lesson
Machine Learning Paradigm: Reinforcement Learning
CodeEmporium Beginner 1y ago
Machine Learning Paradigms: Supervised and Unsupervised Learning
ML Fundamentals โšก AI Lesson
Machine Learning Paradigms: Supervised and Unsupervised Learning
CodeEmporium Beginner 1y ago
Overfitting and Underfitting | Bias and Variance Tradeoff in Machine Learning | Clearly Explained!
ML Fundamentals
Overfitting and Underfitting | Bias and Variance Tradeoff in Machine Learning | Clearly Explained!
AI For Beginners Beginner 1y ago
Convolutional Neural Network (CNN): Introduction and Implementation
ML Fundamentals
Convolutional Neural Network (CNN): Introduction and Implementation
AI Researcher Beginner 1y ago
Culture and Velocity at Perplexity with Denis Yarats, Co-Founder and CTO at Perplexity AI
ML Fundamentals โšก AI Lesson
Culture and Velocity at Perplexity with Denis Yarats, Co-Founder and CTO at Perplexity AI
DataCamp Beginner 1y ago
State Space Models w/ Albert Gu & Karan Goel (Cartesia AI)
ML Fundamentals โšก AI Lesson
State Space Models w/ Albert Gu & Karan Goel (Cartesia AI)
The AI Epiphany Beginner 1y ago
Happy Father's Dayโค๏ธ
ML Fundamentals
Happy Father's Dayโค๏ธ
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
What is Deep Learning | Deep Learning Simplified | Deep Learning Tutorial
ML Fundamentals
What is Deep Learning | Deep Learning Simplified | Deep Learning Tutorial
edureka! Beginner 1y ago
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
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
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
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
Supervised Learning Focus ๐ŸŽฏ - Neural Networks & Functions ๐Ÿง  - Topic 184 #ai #ml
ML Fundamentals โšก AI Lesson
Supervised Learning Focus ๐ŸŽฏ - Neural Networks & Functions ๐Ÿง  - Topic 184 #ai #ml
deeplizard Beginner 1y ago
Get your career in shape!๐Ÿ’ช๐Ÿผ #newcareer #onlinelearning #degree
ML Fundamentals
Get your career in shape!๐Ÿ’ช๐Ÿผ #newcareer #onlinelearning #degree
Coursera Beginner 1y ago
Advance your career in marketing with Royal Holloway, University of London
ML Fundamentals
Advance your career in marketing with Royal Holloway, University of London
Coursera Beginner 1y ago
Northeastern DAE and MSIS - Women in Tech 6.20.24.
ML Fundamentals
Northeastern DAE and MSIS - Women in Tech 6.20.24.
Coursera Beginner 1y ago
Dropout Deep Dive ๐Ÿคฟ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 183 #ai #ml
ML Fundamentals โšก AI Lesson
Dropout Deep Dive ๐Ÿคฟ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 183 #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
Reinforcement Learning: from Atari Games to Robotic Walking
ML Fundamentals โšก AI Lesson
Reinforcement Learning: from Atari Games to Robotic Walking
CodeEmporium Beginner 1y ago
Introduction to Dropout ๐Ÿ’ง - Deep Learning Beginner ๐Ÿšฆ - Topic 182 #ai #ml
ML Fundamentals โšก AI Lesson
Introduction to Dropout ๐Ÿ’ง - Deep Learning Beginner ๐Ÿšฆ - Topic 182 #ai #ml
deeplizard Beginner 1y ago
Paradigms of Machine Learning: Reinforcement Learning
ML Fundamentals โšก AI Lesson
Paradigms of Machine Learning: Reinforcement Learning
CodeEmporium Beginner 1y ago
How can I afford to learn the latest digital skills from top companies and universities?
ML Fundamentals
How can I afford to learn the latest digital skills from top companies and universities?
Coursera Beginner 1y ago
Breaking Down L2 Term ๐Ÿ”Ž - Regularization Rate and Loss ๐Ÿ“‰ - Topic 181 #ai #ml
ML Fundamentals โšก AI Lesson
Breaking Down L2 Term ๐Ÿ”Ž - Regularization Rate and Loss ๐Ÿ“‰ - Topic 181 #ai #ml
deeplizard Beginner 1y ago
Impact of L2 on Weights โš–๏ธ - Training with Regularization ๐Ÿ› ๏ธ - Topic 180 #ai #ml
ML Fundamentals โšก AI Lesson
Impact of L2 on Weights โš–๏ธ - Training with Regularization ๐Ÿ› ๏ธ - Topic 180 #ai #ml
deeplizard Beginner 1y ago
FREE WEBINAR- Before you take a web development course in 2024.
ML Fundamentals
FREE WEBINAR- Before you take a web development course in 2024.
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
L2 Regularization Details ๐Ÿงฎ - Understanding Loss Impact ๐Ÿ” - Topic 179 #ai #ml
ML Fundamentals โšก AI Lesson
L2 Regularization Details ๐Ÿงฎ - Understanding Loss Impact ๐Ÿ” - Topic 179 #ai #ml
deeplizard Beginner 1y ago
First Impression is the Best ImpressionโœŒ๏ธ
ML Fundamentals
First Impression is the Best ImpressionโœŒ๏ธ
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
Advance your career in cyber security with Royal Holloway, University of London
ML Fundamentals
Advance your career in cyber security with Royal Holloway, University of London
Coursera Beginner 1y ago
L2 Regularization Intro ๐Ÿ“Š - Penalizing Complexity ๐Ÿšซ - Topic 178 #ai #ml
ML Fundamentals โšก AI Lesson
L2 Regularization Intro ๐Ÿ“Š - Penalizing Complexity ๐Ÿšซ - Topic 178 #ai #ml
deeplizard Beginner 1y ago
Interested in a career in AI?
ML Fundamentals
Interested in a career in AI?
Coursera Beginner 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
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
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
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
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
1 / 3 View all โ†’
AI-900 - Azure AI Fundamentals and Two Practice Tests
๐Ÿ“š Coursera Course โ†—
Self-paced
AI-900 - Azure AI Fundamentals and Two Practice Tests
Opens on Coursera โ†—
Deep Learning: Advanced Backbones and Efficient GPU Training
๐Ÿ“š Coursera Course โ†—
Self-paced
Deep Learning: Advanced Backbones and Efficient GPU Training
Opens on Coursera โ†—
Python Basics: Create a Guessing Number Game from Scratch
๐Ÿ“š Coursera Course โ†—
Self-paced
Python Basics: Create a Guessing Number Game from Scratch
Opens on Coursera โ†—
DataPrep for H2O Driverless AI
๐Ÿ“š Coursera Course โ†—
Self-paced
DataPrep for H2O Driverless AI
Opens on Coursera โ†—
Introduction to Self-Driving Cars
๐Ÿ“š Coursera Course โ†—
Self-paced
Introduction to Self-Driving Cars
Opens on Coursera โ†—
Deploy and Scale AI Models with Cloud Run
๐Ÿ“š Coursera Course โ†—
Self-paced
Deploy and Scale AI Models with Cloud Run
Opens on Coursera โ†—