Foundations

ML Fundamentals

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

11,386
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
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
Eigendecomposition : Data Science Basics
ML Fundamentals ⚡ AI Lesson
Eigendecomposition : Data Science Basics
ritvikmath 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
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
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
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
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
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
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
Artificial Intelligence (AI) vs Machine Learning vs Deep Learning vs Data Science
ML Fundamentals
Artificial Intelligence (AI) vs Machine Learning vs Deep Learning vs Data Science
codebasics Beginner 5y ago
Keras with TensorFlow Prerequisites - Getting Started With Neural Networks
ML Fundamentals ⚡ AI Lesson
Keras with TensorFlow Prerequisites - Getting Started With Neural Networks
deeplizard Beginner 5y ago
MLOps Meetup #19 // DataOps and Data Versioning in ML // Dmitry Petrov
ML Fundamentals
MLOps Meetup #19 // DataOps and Data Versioning in ML // Dmitry Petrov
MLOps.community Beginner 5y ago
YouTube Growth Tips, Content Creation - Bhavesh Bhatt, YouTuber (Data Science & Machine Learning) #7
ML Fundamentals
YouTube Growth Tips, Content Creation - Bhavesh Bhatt, YouTuber (Data Science & Machine Learning) #7
1littlecoder Beginner 5y ago
Data Science Portfolio Tips | Discussion with Ken Jee, Krish Naik, Codebasics and Data Professor
ML Fundamentals
Data Science Portfolio Tips | Discussion with Ken Jee, Krish Naik, Codebasics and Data Professor
Data Professor Beginner 5y ago
Talks # 5: Parul Pandey: Data Science, Diversity and Kaggle
ML Fundamentals ⚡ AI Lesson
Talks # 5: Parul Pandey: Data Science, Diversity and Kaggle
Abhishek Thakur Beginner 5y ago
Going Serverless with Python | Real Python Podcast #14
ML Fundamentals
Going Serverless with Python | Real Python Podcast #14
Real Python Beginner 5y ago
Google Certified TensorFlow Developer | Learning Plan, Tips, FAQs & my Journey
ML Fundamentals
Google Certified TensorFlow Developer | Learning Plan, Tips, FAQs & my Journey
Harshit Tyagi Beginner 5y ago
Powered by TensorFlow: Helping Médecins Sans Frontières staff prescribe antibiotics for infections
ML Fundamentals ⚡ AI Lesson
Powered by TensorFlow: Helping Médecins Sans Frontières staff prescribe antibiotics for infections
TensorFlow Beginner 5y ago
Peter Welinder — Deep Reinforcement Learning and Robotics
ML Fundamentals
Peter Welinder — Deep Reinforcement Learning and Robotics
Weights & Biases Beginner 5y ago
Deep Learning Salon by Weights & Biases
ML Fundamentals ⚡ AI Lesson
Deep Learning Salon by Weights & Biases
Weights & Biases Beginner 5y ago
Machine Learning Foundations: Ep #8 - Tokenization for Natural Language Processing
ML Fundamentals
Machine Learning Foundations: Ep #8 - Tokenization for Natural Language Processing
Google for Developers Beginner 5y ago
Batch Norm in PyTorch - Add Normalization to Conv Net Layers
ML Fundamentals ⚡ AI Lesson
Batch Norm in PyTorch - Add Normalization to Conv Net Layers
deeplizard Beginner 5y ago
101 ways to solve search (by Pratik Bhavsar)
ML Fundamentals
101 ways to solve search (by Pratik Bhavsar)
Elvis Saravia Beginner 5y ago
Making Computers Intelligent
ML Fundamentals
Making Computers Intelligent
CS50 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 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
All Automated Machine Learning Libraries At One Place- Project From Subscribers
ML Fundamentals
All Automated Machine Learning Libraries At One Place- Project From Subscribers
Krish Naik Beginner 5y ago
Data Science & Machine Learning Project - Part 8 Deployment & Exercise | Image Classification
ML Fundamentals
Data Science & Machine Learning Project - Part 8 Deployment & Exercise | Image Classification
codebasics Beginner 5y ago
Data Science & Machine Learning Project - Part 7 Build Website | Image Classification
ML Fundamentals ⚡ AI Lesson
Data Science & Machine Learning Project - Part 7 Build Website | Image Classification
codebasics Beginner 5y ago
The Correct Guidance To Learn Deep Learning Techniques|Sharing My Experience
ML Fundamentals
The Correct Guidance To Learn Deep Learning Techniques|Sharing My Experience
Krish Naik Beginner 5y ago
Data Science & Machine Learning Project - Part 6 Flask Server | Image Classification
ML Fundamentals
Data Science & Machine Learning Project - Part 6 Flask Server | Image Classification
codebasics Beginner 5y ago
Hidden Markov Model : Data Science Concepts
ML Fundamentals
Hidden Markov Model : Data Science Concepts
ritvikmath Beginner 5y ago
MLOps Coffee Sessions #1: Serving Models with Kubeflow
ML Fundamentals
MLOps Coffee Sessions #1: Serving Models with Kubeflow
MLOps.community Beginner 5y ago
Data Science & Machine Learning Project - Part 5 Training a Model | Image Classification
ML Fundamentals ⚡ AI Lesson
Data Science & Machine Learning Project - Part 5 Training a Model | Image Classification
codebasics Beginner 5y ago
Data Science & Machine Learning Project - Part 4 Feature Engineering | Image Classification
ML Fundamentals ⚡ AI Lesson
Data Science & Machine Learning Project - Part 4 Feature Engineering | Image Classification
codebasics Beginner 5y ago
Deploy Machine Learning Models Using StreamLit Library- Data Science
ML Fundamentals
Deploy Machine Learning Models Using StreamLit Library- Data Science
Krish Naik Beginner 5y ago
Hummingbird-Run Traditional Machine Learning model on Deep Neural Network frameworks-Data Science
ML Fundamentals
Hummingbird-Run Traditional Machine Learning model on Deep Neural Network frameworks-Data Science
Krish Naik Beginner 5y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Customer Segmentation with K-Means: Model & Visualize
📚 Coursera Course ↗
Self-paced
Customer Segmentation with K-Means: Model & Visualize
Opens on Coursera ↗
 Supervised Machine Learning: Classification
📚 Coursera Course ↗
Self-paced
Supervised Machine Learning: Classification
Opens on Coursera ↗
Smart Analytics, Machine Learning, and AI on GCP en Français
📚 Coursera Course ↗
Self-paced
Smart Analytics, Machine Learning, and AI on GCP en Français
Opens on Coursera ↗
Clinical Decision Support Systems - CDSS 4
📚 Coursera Course ↗
Self-paced
Clinical Decision Support Systems - CDSS 4
Opens on Coursera ↗
Introduction to Data Management
📚 Coursera Course ↗
Self-paced
Introduction to Data Management
Opens on Coursera ↗
Build a Machine Learning Web App with Streamlit and Python
📚 Coursera Course ↗
Self-paced
Build a Machine Learning Web App with Streamlit and Python
Opens on Coursera ↗