Foundations

ML Fundamentals

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

11,334
lessons
Skills in this topic
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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
Trying to animate images with Machine Learning?
ML Fundamentals ⚡ AI Lesson
Trying to animate images with Machine Learning?
Nicholas Renotte Beginner 3y ago
PyTorch for Deep Learning & Machine Learning – Full Course
ML Fundamentals ⚡ AI Lesson
PyTorch for Deep Learning & Machine Learning – Full Course
freeCodeCamp.org Beginner 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
The Future of ML Ops: Open Challenges and Opportunities
ML Fundamentals ⚡ AI Lesson
The Future of ML Ops: Open Challenges and Opportunities
Cohere Beginner 3y ago
Live Stream - Target Encoding/AMA/Silly Songs!!!
ML Fundamentals ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
Contrastive Learning in PyTorch - Part 1: Introduction
DeepFindr Beginner 3y ago
Question answering with Deep Learning in 4 lines of code
ML Fundamentals ⚡ AI Lesson
Question answering with Deep Learning in 4 lines of code
AssemblyAI Beginner 3y ago
OpenAI’s Whisper is AMAZING!
ML Fundamentals ⚡ AI Lesson
OpenAI’s Whisper is AMAZING!
Underfitted Beginner 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
How to do MORE with LESS - multikills
ML Fundamentals
How to do MORE with LESS - multikills
Shaw Talebi Beginner 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 ⚡ AI Lesson
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 ⚡ AI Lesson
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
10 core concepts of Deep Learning - Part 2
ML Fundamentals ⚡ AI Lesson
10 core concepts of Deep Learning - Part 2
AssemblyAI Beginner 3y ago
Everyday Automation for Marketers
ML Fundamentals
Everyday Automation for Marketers
Moz Beginner 3y ago
The BEST Machine Learning Interview Strategy.
ML Fundamentals
The BEST Machine Learning Interview Strategy.
Underfitted Beginner 3y ago
Deep Learning Image Classification - Corn Kernels - Data Science Uncut
ML Fundamentals
Deep Learning Image Classification - Corn Kernels - Data Science Uncut
Rob Mulla Beginner 3y ago
Women in Data Science Fireside Chat with Cathy Tanimura, Eren Manavoglu and Yan Guo
ML Fundamentals
Women in Data Science Fireside Chat with Cathy Tanimura, Eren Manavoglu and Yan Guo
Microsoft Research Beginner 3y ago
AI-Generated Image Wins Art Competition | The Weekly Roundup
ML Fundamentals
AI-Generated Image Wins Art Competition | The Weekly Roundup
DataCamp Beginner 3y ago
Probability Distribution Functions - EXPLAINED!
ML Fundamentals ⚡ AI Lesson
Probability Distribution Functions - EXPLAINED!
CodeEmporium Beginner 3y ago
Lecture 14: Resonance and the S-Matrix
ML Fundamentals
Lecture 14: Resonance and the S-Matrix
MIT OpenCourseWare Beginner 3y ago
How to Learn Data Science and Have Fun - 365 Data Science v3.0 [New]
ML Fundamentals ⚡ AI Lesson
How to Learn Data Science and Have Fun - 365 Data Science v3.0 [New]
365 Data Science Beginner 3y ago
Kubernetes Operator to Accelerate Production-Ready AI
ML Fundamentals
Kubernetes Operator to Accelerate Production-Ready AI
NVIDIA Developer Beginner 3y ago
How to make your CPU as fast as a GPU - Advances in Sparsity w/ Nir Shavit
ML Fundamentals
How to make your CPU as fast as a GPU - Advances in Sparsity w/ Nir Shavit
Yannic Kilcher 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
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
Key steps for Designing Artificial Neural Network (ANN) for Image classification #machinelearning
ML Fundamentals
Key steps for Designing Artificial Neural Network (ANN) for Image classification #machinelearning
Analytics Vidhya Beginner 3y ago
Modern Deep Learning Architecture #deeplearning  #architecture #deeplearningtutorial
ML Fundamentals
Modern Deep Learning Architecture #deeplearning #architecture #deeplearningtutorial
Analytics Vidhya Beginner 3y ago
Hands-on with A/B Testing #abtesting #datascience
ML Fundamentals ⚡ AI Lesson
Hands-on with A/B Testing #abtesting #datascience
Analytics Vidhya Beginner 3y ago
A Critical Skill People Learn Too LATE: Learning Curves In Machine Learning.
ML Fundamentals
A Critical Skill People Learn Too LATE: Learning Curves In Machine Learning.
Underfitted Beginner 3y ago
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