Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent — the maths behind AI

12,234
lessons
Skills in this topic
View full skill map →
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
MONAI – An Open Source Framework for AI Development in Medical Imaging
ML Fundamentals
MONAI – An Open Source Framework for AI Development in Medical Imaging
PyTorch Beginner 5y ago
MLOps Meetup #24 // How to Become a Better Data Scientist: The Definite Guide // Alexey Grigorev
ML Fundamentals
MLOps Meetup #24 // How to Become a Better Data Scientist: The Definite Guide // Alexey Grigorev
MLOps.community Beginner 5y ago
Linear Programming, PySimpleGUI, and More | Real Python Podcast #17
ML Fundamentals ⚡ AI Lesson
Linear Programming, PySimpleGUI, and More | Real Python Podcast #17
Real Python Beginner 5y ago
Simple Fast 3-step Python OCR using Deep Learning 40+ Languages
ML Fundamentals
Simple Fast 3-step Python OCR using Deep Learning 40+ Languages
1littlecoder Beginner 5y ago
3D Deep Learning with PyTorch3D by Nikhila Ravi
ML Fundamentals
3D Deep Learning with PyTorch3D by Nikhila Ravi
PyTorch Beginner 5y ago
Inside TensorFlow: New TF Lite Converter
ML Fundamentals ⚡ AI Lesson
Inside TensorFlow: New TF Lite Converter
TensorFlow Beginner 5y ago
Linear Regression From Scratch - Part 3
ML Fundamentals ⚡ AI Lesson
Linear Regression From Scratch - Part 3
Imaad Mohamed Khan Beginner 5y ago
Optimize Your ML Models - Avoid Underfitting and Overfitting
ML Fundamentals
Optimize Your ML Models - Avoid Underfitting and Overfitting
What's AI by Louis-François Bouchard Beginner 5y ago
Python Machine Learning with Scikit Learn - Regression || Python Machine Learning PT.3
ML Fundamentals
Python Machine Learning with Scikit Learn - Regression || Python Machine Learning PT.3
Nicholas Renotte Beginner 5y ago
Singular Values vs. Eigenvalues : Data Science Basics
ML Fundamentals ⚡ AI Lesson
Singular Values vs. Eigenvalues : Data Science Basics
ritvikmath Beginner 5y ago
[Live Machine Learning Research] Plain Self-Ensembles (I actually DISCOVER SOMETHING) - Part 1
ML Fundamentals
[Live Machine Learning Research] Plain Self-Ensembles (I actually DISCOVER SOMETHING) - Part 1
Yannic Kilcher Beginner 5y ago
One Neural Network to Rule Them All (and more) | Machine Learning Monthly June 2020
ML Fundamentals
One Neural Network to Rule Them All (and more) | Machine Learning Monthly June 2020
Daniel Bourke Beginner 5y ago
Simple Python GUI Development using {guietta}
ML Fundamentals
Simple Python GUI Development using {guietta}
1littlecoder Beginner 5y ago
MLOps Coffee Sessions #2: Different Ways of Serving ML Models with Byron Allen
ML Fundamentals ⚡ AI Lesson
MLOps Coffee Sessions #2: Different Ways of Serving ML Models with Byron Allen
MLOps.community Beginner 5y ago
Linear Regression From Scratch - Part 2
ML Fundamentals ⚡ AI Lesson
Linear Regression From Scratch - Part 2
Imaad Mohamed Khan Beginner 5y ago
Talks # 6: Mani Sarkar: From backend development to machine learning
ML Fundamentals
Talks # 6: Mani Sarkar: From backend development to machine learning
Abhishek Thakur Beginner 5y ago
Data Science Interview (Tips and Tricks) [Ft. Data Science Jay]
ML Fundamentals
Data Science Interview (Tips and Tricks) [Ft. Data Science Jay]
Data Professor Beginner 5y ago
Deep Learning Salon by Weights & Biases
ML Fundamentals
Deep Learning Salon by Weights & Biases
Weights & Biases Beginner 5y ago
Pytorch Neural Style Transfer Tutorial
ML Fundamentals ⚡ AI Lesson
Pytorch Neural Style Transfer Tutorial
Aladdin Persson Beginner 5y ago
Live Project-Stock Sentiment Analysis using News Headlines Machine Learning
ML Fundamentals
Live Project-Stock Sentiment Analysis using News Headlines Machine Learning
Krish Naik Beginner 5y ago
Exploratory Data Analysis With Pandas || Python Machine Learning PT.1
ML Fundamentals
Exploratory Data Analysis With Pandas || Python Machine Learning PT.1
Nicholas Renotte Beginner 5y ago
Singular Value Decomposition : Data Science Basics
ML Fundamentals
Singular Value Decomposition : Data Science Basics
ritvikmath Beginner 5y ago
Unsupervised Learning | PCA and Clustering | Data Science with Marco
ML Fundamentals ⚡ AI Lesson
Unsupervised Learning | PCA and Clustering | Data Science with Marco
Data Science with Marco Beginner 5y ago
Live- Implementation of End To End Kaggle Machine Learning Project With Deployment
ML Fundamentals
Live- Implementation of End To End Kaggle Machine Learning Project With Deployment
Krish Naik Beginner 5y ago
14: Rate Models and Perceptrons - Intro to Neural Computation
ML Fundamentals ⚡ AI Lesson
14: Rate Models and Perceptrons - Intro to Neural Computation
MIT OpenCourseWare Beginner 5y ago
Is data science a hype? | Is data science a bubble?
ML Fundamentals
Is data science a hype? | Is data science a bubble?
codebasics Beginner 5y ago
Complete Pytorch Tensor Tutorial (Initializing Tensors, Math, Indexing, Reshaping)
ML Fundamentals ⚡ AI Lesson
Complete Pytorch Tensor Tutorial (Initializing Tensors, Math, Indexing, Reshaping)
Aladdin Persson Beginner 5y ago
FREE Machine Learning Crash Course from Google
ML Fundamentals
FREE Machine Learning Crash Course from Google
Data Professor Beginner 5y ago
David Patterson: Computer Architecture and Data Storage | Lex Fridman Podcast #104
ML Fundamentals ⚡ AI Lesson
David Patterson: Computer Architecture and Data Storage | Lex Fridman Podcast #104
Lex Fridman Beginner 5y ago
Python Regular Expressions, Views vs Copies in Pandas, and More | Real Python Podcast #15
ML Fundamentals
Python Regular Expressions, Views vs Copies in Pandas, and More | Real Python Podcast #15
Real Python Beginner 5y ago
Advanced Facebook Ad Account Structure For eCommerce
ML Fundamentals
Advanced Facebook Ad Account Structure For eCommerce
The Social Savannah Beginner 5y ago
1. Artificial Intelligence and Machine Learning
ML Fundamentals
1. Artificial Intelligence and Machine Learning
MIT OpenCourseWare Beginner 5y ago
Invariance, Geometry and Deep Neural Networks with Pavan Turaga - #386
ML Fundamentals ⚡ AI Lesson
Invariance, Geometry and Deep Neural Networks with Pavan Turaga - #386
The TWIML AI Podcast with Sam Charrington Beginner 5y ago
Discovering Symbolic Models from Deep Learning with Inductive Biases (Paper Explained)
ML Fundamentals
Discovering Symbolic Models from Deep Learning with Inductive Biases (Paper Explained)
Yannic Kilcher Beginner 5y ago
Tips N Tricks # 8: Using automatic mixed precision training with PyTorch 1.6
ML Fundamentals ⚡ AI Lesson
Tips N Tricks # 8: Using automatic mixed precision training with PyTorch 1.6
Abhishek Thakur Beginner 5y ago
Scikit-Learn Course - Machine Learning in Python Tutorial
ML Fundamentals
Scikit-Learn Course - Machine Learning in Python Tutorial
freeCodeCamp.org Beginner 5y ago
Suppor Vector Machine (SVM) in Python | Data Science with Marco
ML Fundamentals ⚡ AI Lesson
Suppor Vector Machine (SVM) in Python | Data Science with Marco
Data Science with Marco Beginner 5y ago
PyTorch Pruning | How it's Made by Michela Paganini
ML Fundamentals
PyTorch Pruning | How it's Made by Michela Paganini
PyTorch Beginner 5y ago
What is Torchtext?
ML Fundamentals ⚡ AI Lesson
What is Torchtext?
PyTorch Beginner 5y ago
Linear Regression From Scratch - Part 1
ML Fundamentals ⚡ AI Lesson
Linear Regression From Scratch - Part 1
Imaad Mohamed Khan Beginner 5y ago
Eigendecomposition : Data Science Basics
ML Fundamentals ⚡ AI Lesson
Eigendecomposition : Data Science Basics
ritvikmath Beginner 5y ago
Encoder And Decoder- Neural Machine Learning Language Translation Tutorial With Keras- Deep Learning
ML Fundamentals
Encoder And Decoder- Neural Machine Learning Language Translation Tutorial With Keras- Deep Learning
Krish Naik Beginner 5y ago
2. Cyber Network Data Processing; AI Data Architecture
ML Fundamentals
2. Cyber Network Data Processing; AI Data Architecture
MIT OpenCourseWare Beginner 5y ago
Pytorch Tutorial - Setting up a Deep Learning Environment (Anaconda & PyCharm)
ML Fundamentals ⚡ AI Lesson
Pytorch Tutorial - Setting up a Deep Learning Environment (Anaconda & PyCharm)
Aladdin Persson Beginner 5y ago
Pytorch Transformers for Machine Translation
ML Fundamentals
Pytorch Transformers for Machine Translation
Aladdin Persson Beginner 5y ago
Deployment Of Machine Learning PIPELINES Using Dockers and Kubernetes
ML Fundamentals
Deployment Of Machine Learning PIPELINES Using Dockers and Kubernetes
Krish Naik Beginner 5y ago
MLOps Meetup #18 // Nubank - Running a Fintech on ML // Caique Lima and Cristiano Breuel
ML Fundamentals ⚡ AI Lesson
MLOps Meetup #18 // Nubank - Running a Fintech on ML // Caique Lima and Cristiano Breuel
MLOps.community Beginner 5y ago
Matrix Norms : Data Science Basics
ML Fundamentals
Matrix Norms : Data Science Basics
ritvikmath Beginner 5y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
AI Integration in Healthcare Patient Data
📚 Coursera Course ↗
Self-paced
AI Integration in Healthcare Patient Data
Opens on Coursera ↗
Foundations of Probability and Random Variables
📚 Coursera Course ↗
Self-paced
Foundations of Probability and Random Variables
Opens on Coursera ↗
Machine Learning Introduction for Everyone
📚 Coursera Course ↗
Self-paced
Machine Learning Introduction for Everyone
Opens on Coursera ↗
Coding with Generative AI
📚 Coursera Course ↗
Self-paced
Coding with Generative AI
Opens on Coursera ↗
AI Workflow: Enterprise Model Deployment
📚 Coursera Course ↗
Self-paced
AI Workflow: Enterprise Model Deployment
Opens on Coursera ↗
Machine Learning and AI Applications in Healthcare
📚 Coursera Course ↗
Self-paced
Machine Learning and AI Applications in Healthcare
Opens on Coursera ↗