Foundations

ML Fundamentals

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

10503
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
5 Lessons You’re NOT Taught in School
ML Fundamentals
5 Lessons You’re NOT Taught in School
Underfitted Beginner 3y ago
How to Export Machine Learning Models in Python
ML Fundamentals
How to Export Machine Learning Models in Python
Dave Ebbelaar Beginner 3y ago
ML Ops in Production
ML Fundamentals
ML Ops in Production
Data Skeptic Beginner 3y ago
Trying to animate images with Machine Learning?
ML Fundamentals
Trying to animate images with Machine Learning?
Nicholas Renotte Beginner 3y ago
PyTorch for Deep Learning & Machine Learning – Full Course
ML Fundamentals
PyTorch for Deep Learning & Machine Learning – Full Course
freeCodeCamp.org Beginner 3y ago
If You Give a Mouse (two) Loss Functions : Multi Objective Optimization
ML Fundamentals
If You Give a Mouse (two) Loss Functions : Multi Objective Optimization
ritvikmath Advanced 3y ago
How to become a data scientist in 30 days?
ML Fundamentals
How to become a data scientist in 30 days?
Abhishek Thakur Beginner 3y ago
Model Parameters vs Hyperparameters - Techniques in ML Engineering #machinelearning
ML Fundamentals
Model Parameters vs Hyperparameters - Techniques in ML Engineering #machinelearning
Analytics Vidhya Beginner 3y ago
An Unsupervised ML approach using Clustering
ML Fundamentals
An Unsupervised ML approach using Clustering
Analytics Vidhya Beginner 3y ago
Metaflow on Azure
ML Fundamentals
Metaflow on Azure
Outerbounds Intermediate 3y ago
The Future of ML Ops: Open Challenges and Opportunities
ML Fundamentals
The Future of ML Ops: Open Challenges and Opportunities
Cohere Beginner 3y ago
Live Stream - Target Encoding/AMA/Silly Songs!!!
ML Fundamentals
Live Stream - Target Encoding/AMA/Silly Songs!!!
StatQuest with Josh Starmer Beginner 3y ago
Introducing 365 Card Collections: Celebrate the Pioneers of Science
ML Fundamentals
Introducing 365 Card Collections: Celebrate the Pioneers of Science
365 Data Science Beginner 3y ago
Google’s New AI: Fly INTO Photos…But Deeper! 🐦
ML Fundamentals
Google’s New AI: Fly INTO Photos…But Deeper! 🐦
Two Minute Papers Beginner 3y ago
Probability Mass Functions - EXPLAINED!
ML Fundamentals
Probability Mass Functions - EXPLAINED!
CodeEmporium Beginner 3y ago
Machine Learning Design Patterns | Google Executive | Investor | Meet the Author
ML Fundamentals
Machine Learning Design Patterns | Google Executive | Investor | Meet the Author
Sophia Yang Beginner 3y ago
What makes a great math explanation? | SoME2 results
ML Fundamentals
What makes a great math explanation? | SoME2 results
3Blue1Brown Beginner 3y ago
Contrastive Learning in PyTorch - Part 1: Introduction
ML Fundamentals
Contrastive Learning in PyTorch - Part 1: Introduction
DeepFindr Beginner 3y ago
Question answering with Deep Learning in 4 lines of code
ML Fundamentals
Question answering with Deep Learning in 4 lines of code
AssemblyAI Beginner 3y ago
Deploy an ML model for best performance, cost, and prediction quality - AWS Online Tech Talks
ML Fundamentals
Deploy an ML model for best performance, cost, and prediction quality - AWS Online Tech Talks
AWS Developers Intermediate 3y ago
OpenAI’s Whisper is AMAZING!
ML Fundamentals
OpenAI’s Whisper is AMAZING!
Underfitted Beginner 3y ago
The Future of User Interfaces with A.I.
ML Fundamentals
The Future of User Interfaces with A.I.
sentdex Advanced 3y ago
AI over developers ? | GeeksforGeeks
ML Fundamentals
AI over developers ? | GeeksforGeeks
GeeksforGeeks Beginner 3y ago
Meet the Author: Machine Learning Design Patterns | What do ML/Research Engineers do at Google?
ML Fundamentals
Meet the Author: Machine Learning Design Patterns | What do ML/Research Engineers do at Google?
Sophia Yang Beginner 3y ago
Beyond Jupyter Notebooks: MLOps Environment Setup & First Deployment
ML Fundamentals
Beyond Jupyter Notebooks: MLOps Environment Setup & First Deployment
DeepLearningAI Intermediate 3y ago
Discrete & Continuous random variables
ML Fundamentals
Discrete & Continuous random variables
CodeEmporium Advanced 3y ago
How to do MORE with LESS - multikills
ML Fundamentals
How to do MORE with LESS - multikills
Shaw Talebi Beginner 3y ago
Improve uptime with predictive maintenance for industrial equipment - AWS Online Tech Talks
ML Fundamentals
Improve uptime with predictive maintenance for industrial equipment - AWS Online Tech Talks
AWS Developers Intermediate 3y ago
Hugging Face Inference Endpoints live launch event recorded on 9/27/22
ML Fundamentals
Hugging Face Inference Endpoints live launch event recorded on 9/27/22
HuggingFace Beginner 3y ago
Monitoring Unstructured Data // Aparna Dhinakaran & Jason Lopatecki // Lightning Sessions #2
ML Fundamentals
Monitoring Unstructured Data // Aparna Dhinakaran & Jason Lopatecki // Lightning Sessions #2
MLOps.community Beginner 3y ago
Complete RoadMap To Learn AIOPS or MLOPS
ML Fundamentals
Complete RoadMap To Learn AIOPS or MLOPS
Krish Naik Beginner 3y ago
Machine Learning for Everybody – Full Course
ML Fundamentals
Machine Learning for Everybody – Full Course
freeCodeCamp.org Beginner 3y ago
A.I. Teaches Programming
ML Fundamentals
A.I. Teaches Programming
sentdex Beginner 3y ago
First Party Tracking Cookies
ML Fundamentals
First Party Tracking Cookies
Data Skeptic Beginner 3y ago
Machine Learning Specialization: A Comprehensive Review - Worth It or Nah?
ML Fundamentals
Machine Learning Specialization: A Comprehensive Review - Worth It or Nah?
Aladdin Persson Beginner 3y ago
ESRGAN implementation from scratch
ML Fundamentals
ESRGAN implementation from scratch
Aladdin Persson Beginner 3y ago
Study with Me - Fast.AI's Deep Learning Course - 4 Natural Language Processing
ML Fundamentals
Study with Me - Fast.AI's Deep Learning Course - 4 Natural Language Processing
1littlecoder Beginner 3y ago
NVIDIA GET3D: AI Model to Populate Virtual Worlds with 3D Objects and Characters
ML Fundamentals
NVIDIA GET3D: AI Model to Populate Virtual Worlds with 3D Objects and Characters
NVIDIA Developer Advanced 3y ago
10 core concepts of Deep Learning - Part 2
ML Fundamentals
10 core concepts of Deep Learning - Part 2
AssemblyAI Beginner 3y ago
Live Q&A-Ask Anything Related To Data Science
ML Fundamentals
Live Q&A-Ask Anything Related To Data Science
Krish Naik Intermediate 3y ago
Everyday Automation for Marketers
ML Fundamentals
Everyday Automation for Marketers
Moz Beginner 3y ago
M in ML stands for Math & Magic
ML Fundamentals
M in ML stands for Math & Magic
Analytics Vidhya Beginner 3y ago
DCNN for Machine RUL Prediction using Time-series Data #timeseries #machinelearning #datascience
ML Fundamentals
DCNN for Machine RUL Prediction using Time-series Data #timeseries #machinelearning #datascience
Analytics Vidhya Beginner 3y ago
Certified AI & ML BlackBelt Plus Program #shorts
ML Fundamentals
Certified AI & ML BlackBelt Plus Program #shorts
Analytics Vidhya Beginner 3y ago
Key steps for Designing Convolutional Neural Network(CNN) for Image Classification
ML Fundamentals
Key steps for Designing Convolutional Neural Network(CNN) for Image Classification
Analytics Vidhya Beginner 3y ago
Classification Machine Learning Model from Scratch
ML Fundamentals
Classification Machine Learning Model from Scratch
Analytics Vidhya Intermediate 3y ago
10 core concepts of Deep Learning - Part 1
ML Fundamentals
10 core concepts of Deep Learning - Part 1
AssemblyAI Beginner 3y ago
NLP aspects in Telecommunication Industry
ML Fundamentals
NLP aspects in Telecommunication Industry
Analytics Vidhya Beginner 3y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Reinforcement Learning
📚 Coursera Course ↗
Self-paced
Reinforcement Learning
Opens on Coursera ↗
Machine Learning Operations (MLOps) with Vertex AI: Manage Features
📚 Coursera Course ↗
Self-paced
Machine Learning Operations (MLOps) with Vertex AI: Manage Features
Opens on Coursera ↗
Building and Optimizing AI Models
📚 Coursera Course ↗
Self-paced
Building and Optimizing AI Models
Opens on Coursera ↗
Advanced Tokenization and Sentiment Analysis
📚 Coursera Course ↗
Self-paced
Advanced Tokenization and Sentiment Analysis
Opens on Coursera ↗
Deep Learning with ANN in Python: Build & Optimize
📚 Coursera Course ↗
Self-paced
Deep Learning with ANN in Python: Build & Optimize
Opens on Coursera ↗
Fraud Detection on Financial Transactions with Machine Learning on Google Cloud
📚 Coursera Course ↗
Self-paced
Fraud Detection on Financial Transactions with Machine Learning on Google Cloud
Opens on Coursera ↗