Foundations

ML Fundamentals

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

12,188
lessons
Skills in this topic
View full skill map โ†’
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
I used the first AI Software Engineer for a week. This is happening.
ML Fundamentals
I used the first AI Software Engineer for a week. This is happening.
Underfitted Beginner 2y ago
Uniform Manifold Approximation and Projection (UMAP) |  Dimensionality Reduction Techniques (5/5)
ML Fundamentals โšก AI Lesson
Uniform Manifold Approximation and Projection (UMAP) | Dimensionality Reduction Techniques (5/5)
DeepFindr Beginner 2y ago
Which Three Things? ๐Ÿค” - Counting Learnable Parameters ๐Ÿ“Š - Topic 142 #ai #ml
ML Fundamentals โšก AI Lesson
Which Three Things? ๐Ÿค” - Counting Learnable Parameters ๐Ÿ“Š - Topic 142 #ai #ml
deeplizard Beginner 2y ago
How to Use For Loops in Python | Learn Python Loops Step by Step
ML Fundamentals โšก AI Lesson
How to Use For Loops in Python | Learn Python Loops Step by Step
DataCamp Beginner 2y ago
Don't underestimate the power of entry-level Professional Certificates on Coursera!
ML Fundamentals
Don't underestimate the power of entry-level Professional Certificates on Coursera!
Coursera Beginner 2y ago
Hidden Layer Bias Nodes 101 ๐Ÿ”Ž - Biases & Weights ๐ŸŽš๏ธ - Topic 141 #ai #ml
ML Fundamentals โšก AI Lesson
Hidden Layer Bias Nodes 101 ๐Ÿ”Ž - Biases & Weights ๐ŸŽš๏ธ - Topic 141 #ai #ml
deeplizard Beginner 2y ago
If I Marry "Data Science & AI" As A Profession...
ML Fundamentals
If I Marry "Data Science & AI" As A Profession...
codebasics Intermediate 2y ago
Human Stories in AI: Simon Stochholm
ML Fundamentals
Human Stories in AI: Simon Stochholm
StatQuest with Josh Starmer Beginner 2y ago
Astribot S1: Hello World! ๐ŸŒŽ
ML Fundamentals
Astribot S1: Hello World! ๐ŸŒŽ
Analytics Vidhya Intermediate 2y ago
โญ•Check the Community for Registration link          โญ•Also call / Whatsapp us on : 7736272223๐Ÿ“ž
ML Fundamentals
โญ•Check the Community for Registration link โญ•Also call / Whatsapp us on : 7736272223๐Ÿ“ž
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 2y ago
How save on your Illinois Tech Bachelor of IT with prior learning credit
ML Fundamentals
How save on your Illinois Tech Bachelor of IT with prior learning credit
Coursera Beginner 2y ago
Why I Stopped Self-Hosting
ML Fundamentals
Why I Stopped Self-Hosting
NeetCodeIO Beginner 2y ago
Log_e Song - Official Lyric Video
ML Fundamentals โšก AI Lesson
Log_e Song - Official Lyric Video
StatQuest with Josh Starmer Beginner 2y ago
Petar VelicฬŒkovicฬ - Categorical Deep Learning: An Algebraic Theory of Architectures
ML Fundamentals โšก AI Lesson
Petar VelicฬŒkovicฬ - Categorical Deep Learning: An Algebraic Theory of Architectures
Cohere Advanced 2y ago
Accelerating drug discovery with AI: Insights from Isomorphic Labs
ML Fundamentals
Accelerating drug discovery with AI: Insights from Isomorphic Labs
Weights & Biases Beginner 2y ago
Image Classification using CNN | Machine Learning Projects | GeeksforGeeks
ML Fundamentals
Image Classification using CNN | Machine Learning Projects | GeeksforGeeks
GeeksforGeeks Beginner 2y ago
GPUs For Machine Learning - How To Use Them For Free
ML Fundamentals โšก AI Lesson
GPUs For Machine Learning - How To Use Them For Free
NeuralNine Beginner 2y ago
Audio classification - ML on Web with MediaPipe: Episode 7
ML Fundamentals
Audio classification - ML on Web with MediaPipe: Episode 7
Google for Developers Beginner 2y ago
Text classification - ML on Web with MediaPipe: Episode 9
ML Fundamentals
Text classification - ML on Web with MediaPipe: Episode 9
Google for Developers Beginner 2y ago
WHAT IS BINARY SEARCH?
ML Fundamentals
WHAT IS BINARY SEARCH?
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 2y ago
7 Data Science Resume Projects
ML Fundamentals
7 Data Science Resume Projects
Analytics Vidhya Intermediate 2y ago
RFS: Machine learning to simulate the physical world
ML Fundamentals
RFS: Machine learning to simulate the physical world
Y Combinator Beginner 2y ago
Dr. Matthew Bernstein - A Primer of Variational Autoencoders and their Applications in...
ML Fundamentals
Dr. Matthew Bernstein - A Primer of Variational Autoencoders and their Applications in...
Cohere Beginner 2y ago
The Home Depot keeps shelves stocked with machine learning
ML Fundamentals
The Home Depot keeps shelves stocked with machine learning
Google Cloud Beginner 2y ago
How to read the scikit-learn documentation
ML Fundamentals
How to read the scikit-learn documentation
Data School Beginner 2y ago
Beyond AGI, Can AI Help Save the Planet? // Patrick Beukema // MLOps Podcast #225
ML Fundamentals โšก AI Lesson
Beyond AGI, Can AI Help Save the Planet? // Patrick Beukema // MLOps Podcast #225
MLOps.community Advanced 2y ago
Stanford EE274: Data Compression I 2023 I Lecture 8 - Beyond IID distributions: Conditional entropy
ML Fundamentals
Stanford EE274: Data Compression I 2023 I Lecture 8 - Beyond IID distributions: Conditional entropy
Stanford Online Intermediate 2y ago
Stanford EE274: Data Compression I 2023 I Lecture 3 - Kraft Inequality, Entropy, Introduction to SCL
ML Fundamentals
Stanford EE274: Data Compression I 2023 I Lecture 3 - Kraft Inequality, Entropy, Introduction to SCL
Stanford Online Beginner 2y ago
Top 15 Popular Gen AI Tools You Must Know | Best Generative AI Tools To Boost Productivity | Edureka
ML Fundamentals
Top 15 Popular Gen AI Tools You Must Know | Best Generative AI Tools To Boost Productivity | Edureka
edureka! Beginner 2y ago
Network Learnable Parameters ๐Ÿงฎ - For Beginners ๐Ÿ” - Topic 140 #ai #ml
ML Fundamentals โšก AI Lesson
Network Learnable Parameters ๐Ÿงฎ - For Beginners ๐Ÿ” - Topic 140 #ai #ml
deeplizard Beginner 2y ago
Network Size 101 ๐Ÿ“ - Complexity in Numbers ๐Ÿ”ข - Topic 139 #ai #ml
ML Fundamentals โšก AI Lesson
Network Size 101 ๐Ÿ“ - Complexity in Numbers ๐Ÿ”ข - Topic 139 #ai #ml
deeplizard Beginner 2y ago
Learnable Parameters ๐Ÿงฌ - Neural Networks 101 ๐Ÿ“˜ - Topic 138 #ai #ml
ML Fundamentals โšก AI Lesson
Learnable Parameters ๐Ÿงฌ - Neural Networks 101 ๐Ÿ“˜ - Topic 138 #ai #ml
deeplizard Beginner 2y ago
Swap Screen for Green ๐ŸŒฟ๐Ÿ Enhance Mood and Muscles Outdoors with Mandy ๐Ÿ’ช
ML Fundamentals โšก AI Lesson
Swap Screen for Green ๐ŸŒฟ๐Ÿ Enhance Mood and Muscles Outdoors with Mandy ๐Ÿ’ช
deeplizard Beginner 2y ago
How to get Degree Credits from Prior Learning Credit on Coursera
ML Fundamentals
How to get Degree Credits from Prior Learning Credit on Coursera
Coursera Beginner 2y ago
How save on your Illinois Tech Master of Data Science with prior learning credit
ML Fundamentals
How save on your Illinois Tech Master of Data Science with prior learning credit
Coursera Beginner 2y ago
Prior Learning Credit from Illinois Tech on Coursera
ML Fundamentals
Prior Learning Credit from Illinois Tech on Coursera
Coursera Beginner 2y ago
Classifying with Bias ๐Ÿท๏ธ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 137 #ai #ml
ML Fundamentals โšก AI Lesson
Classifying with Bias ๐Ÿท๏ธ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 137 #ai #ml
deeplizard Beginner 2y ago
Best Fit Line With Bias ๐ŸŽฏ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 136 #ai #ml
ML Fundamentals โšก AI Lesson
Best Fit Line With Bias ๐ŸŽฏ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 136 #ai #ml
deeplizard Beginner 2y ago
Why use Bias in Neural Networks โ” - Fitting Data Flexibly ๐Ÿงฉ - Topic 135 #ai #ml
ML Fundamentals โšก AI Lesson
Why use Bias in Neural Networks โ” - Fitting Data Flexibly ๐Ÿงฉ - Topic 135 #ai #ml
deeplizard Beginner 2y ago
Image embedding - ML on Web with MediaPipe: Episode 12
ML Fundamentals
Image embedding - ML on Web with MediaPipe: Episode 12
Google for Developers Beginner 2y ago
Visualizing Bias in ReLU Activation ๐Ÿ“Š - Deep Learning Beginner ๐Ÿ‘ถ - Topic 134 #ai #ml
ML Fundamentals โšก AI Lesson
Visualizing Bias in ReLU Activation ๐Ÿ“Š - Deep Learning Beginner ๐Ÿ‘ถ - Topic 134 #ai #ml
deeplizard Beginner 2y ago
Bias Effect on Activation Functions โšก - Deep Learning Beginner ๐Ÿ‘ถ - Topic 133 #ai #ml
ML Fundamentals โšก AI Lesson
Bias Effect on Activation Functions โšก - Deep Learning Beginner ๐Ÿ‘ถ - Topic 133 #ai #ml
deeplizard Beginner 2y ago
Bias Gives More or Less Freedom โ“ - Slope and Intercept Dynamics ๐Ÿ“‰ - Topic 132 #ai #ml
ML Fundamentals โšก AI Lesson
Bias Gives More or Less Freedom โ“ - Slope and Intercept Dynamics ๐Ÿ“‰ - Topic 132 #ai #ml
deeplizard Beginner 2y ago
Strength Training for a Sharper Mind ๐Ÿง ๐Ÿ’ช Energize and Excel with Mandy
ML Fundamentals โšก AI Lesson
Strength Training for a Sharper Mind ๐Ÿง ๐Ÿ’ช Energize and Excel with Mandy
deeplizard Beginner 2y ago
Weights and Biases in Action โš–๏ธ - Deep Learning Beginner ๐Ÿ“˜ - Topic 131 #ai #ml
ML Fundamentals โšก AI Lesson
Weights and Biases in Action โš–๏ธ - Deep Learning Beginner ๐Ÿ“˜ - Topic 131 #ai #ml
deeplizard Beginner 2y ago
Stanford EE274: Data Compression I 2023 I  Lecture 11 - Lossy Compression Basics; Quantization
ML Fundamentals
Stanford EE274: Data Compression I 2023 I Lecture 11 - Lossy Compression Basics; Quantization
Stanford Online Beginner 2y ago
Stanford EE274: Data Compression I 2023 I Lecture 6 - Arithmetic Coding
ML Fundamentals
Stanford EE274: Data Compression I 2023 I Lecture 6 - Arithmetic Coding
Stanford Online Intermediate 2y ago
Bias Shifts in Hidden Layers ๐ŸŽš๏ธ - Deep Learning Beginner ๐Ÿ“˜ - Topic 130 #ai #ml
ML Fundamentals โšก AI Lesson
Bias Shifts in Hidden Layers ๐ŸŽš๏ธ - Deep Learning Beginner ๐Ÿ“˜ - Topic 130 #ai #ml
deeplizard Beginner 2y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
1 / 3 View all โ†’
Building, Evaluating, and Operationalizing ML Models
๐Ÿ“š Coursera Course โ†—
Self-paced
Building, Evaluating, and Operationalizing ML Models
Opens on Coursera โ†—
Menggunakan BigQuery Machine Learning untuk Inferensi
๐Ÿ“š Coursera Course โ†—
Self-paced
Menggunakan BigQuery Machine Learning untuk Inferensi
Opens on Coursera โ†—
Device-based Models with TensorFlow Lite
๐Ÿ“š Coursera Course โ†—
Self-paced
Device-based Models with TensorFlow Lite
Opens on Coursera โ†—
DevOps for Machine Learning: CI/CD, APIs & Deployment
๐Ÿ“š Coursera Course โ†—
Self-paced
DevOps for Machine Learning: CI/CD, APIs & Deployment
Opens on Coursera โ†—
Data Science Companion
๐Ÿ“š Coursera Course โ†—
Self-paced
Data Science Companion
Opens on Coursera โ†—
Supervised machine learning and performance evaluation
๐Ÿ“š Coursera Course โ†—
Self-paced
Supervised machine learning and performance evaluation
Opens on Coursera โ†—