Foundations

ML Fundamentals

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

12,048
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
Deep Learning in Google Maps
ML Fundamentals
Deep Learning in Google Maps
MLOps.community Intermediate 3y ago
Preparing Data at Scale with Amazon SageMaker Notebooks- AWS Machine Learning in 15
ML Fundamentals
Preparing Data at Scale with Amazon SageMaker Notebooks- AWS Machine Learning in 15
AWS Developers Intermediate 3y ago
Natural Language Processing meets MLOps
ML Fundamentals ⚡ AI Lesson
Natural Language Processing meets MLOps
Outerbounds Intermediate 3y ago
AWS Heroes in 15: Leveraging Rust for MLOps with the Amazon Sagemaker-
ML Fundamentals
AWS Heroes in 15: Leveraging Rust for MLOps with the Amazon Sagemaker-
AWS Developers Intermediate 3y ago
Feature Engineering for Predicting Hotel Bookings with tidymodels
ML Fundamentals
Feature Engineering for Predicting Hotel Bookings with tidymodels
DataCamp Intermediate 3y ago
Learn how to create an inclusive culture
ML Fundamentals
Learn how to create an inclusive culture
Coursera Intermediate 3y ago
Building The Future of ML on W&B
ML Fundamentals ⚡ AI Lesson
Building The Future of ML on W&B
Weights & Biases Intermediate 3y ago
How to build end-to-end recommender systems at reasonable scale
ML Fundamentals ⚡ AI Lesson
How to build end-to-end recommender systems at reasonable scale
Outerbounds Intermediate 3y ago
Stanford CS330 Deep Multi-Task & Meta Learning - What is multi-task learning? I 2022 I Lecture 1
ML Fundamentals
Stanford CS330 Deep Multi-Task & Meta Learning - What is multi-task learning? I 2022 I Lecture 1
Stanford Online Intermediate 3y ago
ML in Production: A DS from Ubisoft Perspective // Jean-Michel Daignan // MLOps Podcast #151
ML Fundamentals
ML in Production: A DS from Ubisoft Perspective // Jean-Michel Daignan // MLOps Podcast #151
MLOps.community Intermediate 3y ago
Implementing Gradient Descent in Python | DataHour by Atmakumar Rai
ML Fundamentals
Implementing Gradient Descent in Python | DataHour by Atmakumar Rai
Analytics Vidhya Intermediate 3y ago
Feature Engineering and Selection for Machine Learning | DataHour by Dr. Surabhi Thorat
ML Fundamentals
Feature Engineering and Selection for Machine Learning | DataHour by Dr. Surabhi Thorat
Analytics Vidhya Intermediate 3y ago
The State of Climate Finance in Africa
ML Fundamentals
The State of Climate Finance in Africa
Saïd Business School, University of Oxford Intermediate 3y ago
Private Equity: What's on the Horizon
ML Fundamentals ⚡ AI Lesson
Private Equity: What's on the Horizon
Saïd Business School, University of Oxford Intermediate 3y ago
🔴 LIVE 🔴 How to build a career in AI
ML Fundamentals
🔴 LIVE 🔴 How to build a career in AI
Aladdin Persson Intermediate 3y ago
Stable Diffusion Reimagine - New img2img - Fully Explained!
ML Fundamentals
Stable Diffusion Reimagine - New img2img - Fully Explained!
1littlecoder Intermediate 3y ago
AI Custom Drawings Classifier with Python
ML Fundamentals ⚡ AI Lesson
AI Custom Drawings Classifier with Python
NeuralNine Intermediate 3y ago
Text Generation AI - Next Word Prediction in Python
ML Fundamentals ⚡ AI Lesson
Text Generation AI - Next Word Prediction in Python
NeuralNine Intermediate 3y ago
Why use PyTorch modules when coding neural networks?
ML Fundamentals ⚡ AI Lesson
Why use PyTorch modules when coding neural networks?
CodeEmporium Intermediate 3y ago
Robotic Dexterity and Collaboration with Monroe Kennedy III - 619
ML Fundamentals ⚡ AI Lesson
Robotic Dexterity and Collaboration with Monroe Kennedy III - 619
The TWIML AI Podcast with Sam Charrington Intermediate 3y ago
The BEST Machine Learning Resume Project!
ML Fundamentals
The BEST Machine Learning Resume Project!
Tech With Tim Intermediate 3y ago
Practical Data Science on AWS: Generative AI
ML Fundamentals
Practical Data Science on AWS: Generative AI
DeepLearningAI Intermediate 3y ago
Become so good they can't ignore you - Navigating career choices
ML Fundamentals ⚡ AI Lesson
Become so good they can't ignore you - Navigating career choices
Aladdin Persson Intermediate 3y ago
Streamlit and txtai: Building an Abstractive Summarization App in Python
ML Fundamentals ⚡ AI Lesson
Streamlit and txtai: Building an Abstractive Summarization App in Python
AI Anytime Intermediate 3y ago
Stanford Seminar - Crypto Governance
ML Fundamentals
Stanford Seminar - Crypto Governance
Stanford Online Intermediate 3y ago
Motion interactive AR with Rotoflo  - Made with TensorFlow.js
ML Fundamentals ⚡ AI Lesson
Motion interactive AR with Rotoflo - Made with TensorFlow.js
TensorFlow Intermediate 3y ago
Break Down Barriers to Knowledge with Amazon Kendra- AWS Machine Learning in 15
ML Fundamentals
Break Down Barriers to Knowledge with Amazon Kendra- AWS Machine Learning in 15
AWS Developers Intermediate 3y ago
AWS Heroes in 15: Bear Conservation with ML, Serverless and Citizen Science
ML Fundamentals
AWS Heroes in 15: Bear Conservation with ML, Serverless and Citizen Science
AWS Developers Intermediate 3y ago
How to Build a Multi Task Model using TensorFlow | DataHour by Sateesh Sivakoti
ML Fundamentals ⚡ AI Lesson
How to Build a Multi Task Model using TensorFlow | DataHour by Sateesh Sivakoti
Analytics Vidhya Intermediate 3y ago
Machine Learning in 15: Why Geospatial ML?-- AWS Machine Learning in 15
ML Fundamentals ⚡ AI Lesson
Machine Learning in 15: Why Geospatial ML?-- AWS Machine Learning in 15
AWS Developers Intermediate 3y ago
Best of Pandas & The Power of Simple Models | DataHour by Vasudev Gupta
ML Fundamentals ⚡ AI Lesson
Best of Pandas & The Power of Simple Models | DataHour by Vasudev Gupta
Analytics Vidhya Intermediate 3y ago
AWS Heroes in 15: Managing ML Workflows In Production with Amazon SageMaker
ML Fundamentals
AWS Heroes in 15: Managing ML Workflows In Production with Amazon SageMaker
AWS Developers Intermediate 3y ago
Methods to select column in pandas | python programming #shorts #python
ML Fundamentals
Methods to select column in pandas | python programming #shorts #python
Analytics Vidhya Intermediate 3y ago
Implementing a Neural Network using Pytorch | DataHour by Shanup Peer
ML Fundamentals ⚡ AI Lesson
Implementing a Neural Network using Pytorch | DataHour by Shanup Peer
Analytics Vidhya Intermediate 3y ago
Happy Holi to our entire Data Science Community #shorts #happyholi #datascience
ML Fundamentals
Happy Holi to our entire Data Science Community #shorts #happyholi #datascience
Analytics Vidhya Intermediate 3y ago
Build Your First Predictive Model - Titanic Survival Problem | Must have Resume Project
ML Fundamentals
Build Your First Predictive Model - Titanic Survival Problem | Must have Resume Project
Analytics Vidhya Intermediate 3y ago
AWS Heroes in 15: How Carsales Uses Amazon SageMaker Notebooks- AWS Machine Learning in 15
ML Fundamentals
AWS Heroes in 15: How Carsales Uses Amazon SageMaker Notebooks- AWS Machine Learning in 15
AWS Developers Intermediate 3y ago
Laptop Price Prediction with Python
ML Fundamentals ⚡ AI Lesson
Laptop Price Prediction with Python
NeuralNine Intermediate 3y ago
How to build a great Linkedin Profile - to get a job in 2023 #shorts #linkedin
ML Fundamentals ⚡ AI Lesson
How to build a great Linkedin Profile - to get a job in 2023 #shorts #linkedin
Analytics Vidhya Intermediate 3y ago
Data Science in Banking Industry | DataHour by Aman Prakash
ML Fundamentals
Data Science in Banking Industry | DataHour by Aman Prakash
Analytics Vidhya Intermediate 3y ago
Discover Recommendation Engine Best Practices with Amazon Personalize- AWS Online Tech Talks
ML Fundamentals
Discover Recommendation Engine Best Practices with Amazon Personalize- AWS Online Tech Talks
AWS Developers Intermediate 3y ago
Empower Your Employees to Find Answers Fast- AWS Online Tech Talks
ML Fundamentals
Empower Your Employees to Find Answers Fast- AWS Online Tech Talks
AWS Developers Intermediate 3y ago
Building a Centralized Background for Seamless User Experience
ML Fundamentals
Building a Centralized Background for Seamless User Experience
MLOps.community Intermediate 3y ago
What is ML governance? - AWS Machine Learning in 15
ML Fundamentals ⚡ AI Lesson
What is ML governance? - AWS Machine Learning in 15
AWS Developers Intermediate 3y ago
How to get Dataset for your next Machine Learning Project #shorts #datascience #project
ML Fundamentals ⚡ AI Lesson
How to get Dataset for your next Machine Learning Project #shorts #datascience #project
Analytics Vidhya Intermediate 3y ago
Python program to generate random numbers #shorts #coding #programming
ML Fundamentals ⚡ AI Lesson
Python program to generate random numbers #shorts #coding #programming
Analytics Vidhya Intermediate 3y ago
No-code ML Hands-on using Orange Data Mining Tool | DataHour by Priyanka Israni
ML Fundamentals ⚡ AI Lesson
No-code ML Hands-on using Orange Data Mining Tool | DataHour by Priyanka Israni
Analytics Vidhya Intermediate 3y ago
Stanford Seminar - The History of Crypto Art
ML Fundamentals
Stanford Seminar - The History of Crypto Art
Stanford Online Intermediate 3y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Python GUI Calculators with Tkinter: Build & Implement
📚 Coursera Course ↗
Self-paced
Python GUI Calculators with Tkinter: Build & Implement
Opens on Coursera ↗
Mastering Image Segmentation with PyTorch
📚 Coursera Course ↗
Self-paced
Mastering Image Segmentation with PyTorch
Opens on Coursera ↗
Integral Calculus and Numerical Analysis for Data Science
📚 Coursera Course ↗
Self-paced
Integral Calculus and Numerical Analysis for Data Science
Opens on Coursera ↗
Linear Algebra: Linear Systems and Matrix Equations
📚 Coursera Course ↗
Self-paced
Linear Algebra: Linear Systems and Matrix Equations
Opens on Coursera ↗
Introduction to Machine Learning: Art of the Possible
📚 Coursera Course ↗
Self-paced
Introduction to Machine Learning: Art of the Possible
Opens on Coursera ↗
Breast Cancer Prediction Using Machine Learning
📚 Coursera Course ↗
Self-paced
Breast Cancer Prediction Using Machine Learning
Opens on Coursera ↗