Foundations

ML Fundamentals

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

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lessons
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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
Personality Predictions from Automated Video Interviews: Explainable or Unexplainable Models?
ML Fundamentals
Personality Predictions from Automated Video Interviews: Explainable or Unexplainable Models?
Microsoft Research Beginner 3y ago
Toronto VLOG | First vlog | Meet my favorite author | Toronto ML Summit conference
ML Fundamentals ⚡ AI Lesson
Toronto VLOG | First vlog | Meet my favorite author | Toronto ML Summit conference
Sophia Yang Beginner 3y ago
linear_operator - Structured Linear Algebra in PyTorchLinear Operator at PyTorch Conference 2022
ML Fundamentals ⚡ AI Lesson
linear_operator - Structured Linear Algebra in PyTorchLinear Operator at PyTorch Conference 2022
PyTorch Beginner 3y ago
Supabase Crash Course For Python Developers
ML Fundamentals ⚡ AI Lesson
Supabase Crash Course For Python Developers
Patrick Loeber Beginner 3y ago
Free Leads From Kindle
ML Fundamentals
Free Leads From Kindle
Miles Beckler Beginner 3y ago
Full Machine Learning Project — Processing Raw Data (Part 2)
ML Fundamentals
Full Machine Learning Project — Processing Raw Data (Part 2)
Dave Ebbelaar Beginner 3y ago
Reliable Machine Learning author interview | DS/ML book club
ML Fundamentals
Reliable Machine Learning author interview | DS/ML book club
Sophia Yang Beginner 3y ago
An Interview With D. Sculley, CEO Of Kaggle
ML Fundamentals
An Interview With D. Sculley, CEO Of Kaggle
Weights & Biases Beginner 3y ago
Preparing Data to Measure True Machine Learning Model Performance |  Real Python Podcast #135
ML Fundamentals
Preparing Data to Measure True Machine Learning Model Performance | Real Python Podcast #135
Real Python Beginner 3y ago
How does cross validation performance change with increase in number of folds K?
ML Fundamentals ⚡ AI Lesson
How does cross validation performance change with increase in number of folds K?
CodeEmporium Beginner 3y ago
Must Know Programming Languages in 2024
ML Fundamentals
Must Know Programming Languages in 2024
Entri Coding മലയാളം Beginner 3y ago
Graph Convolutional Network (GCN) Paper Explained
ML Fundamentals
Graph Convolutional Network (GCN) Paper Explained
Aladdin Persson Beginner 3y ago
NVIDIA Neural Brushstroke Engine
ML Fundamentals
NVIDIA Neural Brushstroke Engine
NVIDIA Developer Beginner 3y ago
This Model Caused A Nuclear Disaster
ML Fundamentals ⚡ AI Lesson
This Model Caused A Nuclear Disaster
Underfitted Beginner 3y ago
#20 Machine Learning Specialization [Course 1, Week 1, Lesson 4]
ML Fundamentals ⚡ AI Lesson
#20 Machine Learning Specialization [Course 1, Week 1, Lesson 4]
DeepLearningAI Beginner 3y ago
#19 Machine Learning Specialization [Course 1, Week 1, Lesson 4]
ML Fundamentals
#19 Machine Learning Specialization [Course 1, Week 1, Lesson 4]
DeepLearningAI Beginner 3y ago
What are the different ways to perform data validation in machine learning?
ML Fundamentals ⚡ AI Lesson
What are the different ways to perform data validation in machine learning?
CodeEmporium Beginner 3y ago
MATLAB Crash Course for Beginners
ML Fundamentals ⚡ AI Lesson
MATLAB Crash Course for Beginners
freeCodeCamp.org Beginner 3y ago
PyTorch Developer Day
ML Fundamentals
PyTorch Developer Day
PyTorch Beginner 3y ago
Juan Corvalan | Incubating Predictive Systems: Application Challenges | Talks at Google
ML Fundamentals
Juan Corvalan | Incubating Predictive Systems: Application Challenges | Talks at Google
Talks at Google Beginner 3y ago
How the World Cup’s AI instant replay works
ML Fundamentals ⚡ AI Lesson
How the World Cup’s AI instant replay works
Vox Beginner 3y ago
6 Tips to write BETTER For Loops in Python
ML Fundamentals ⚡ AI Lesson
6 Tips to write BETTER For Loops in Python
Patrick Loeber Beginner 3y ago
Guido van Rossum: Python and the Future of Programming | Lex Fridman Podcast #341
ML Fundamentals
Guido van Rossum: Python and the Future of Programming | Lex Fridman Podcast #341
Lex Fridman Beginner 3y ago
Latent Dirichlet Allocation (LDA) with Gibbs Sampling Explained
ML Fundamentals ⚡ AI Lesson
Latent Dirichlet Allocation (LDA) with Gibbs Sampling Explained
Aladdin Persson Beginner 3y ago
House Price Prediction in Python - Full Machine Learning Project
ML Fundamentals ⚡ AI Lesson
House Price Prediction in Python - Full Machine Learning Project
NeuralNine Beginner 3y ago
MLOps in Practice: Common Challenges and Lessons Learned / Marouen Hizaoui & Mo Basirati/Meetup #114
ML Fundamentals ⚡ AI Lesson
MLOps in Practice: Common Challenges and Lessons Learned / Marouen Hizaoui & Mo Basirati/Meetup #114
MLOps.community Beginner 3y ago
Full Machine Learning Project — Coding a Fitness Tracker with Python (Part 1)
ML Fundamentals
Full Machine Learning Project — Coding a Fitness Tracker with Python (Part 1)
Dave Ebbelaar Beginner 3y ago
The Function That Changed Everything
ML Fundamentals ⚡ AI Lesson
The Function That Changed Everything
Underfitted Beginner 3y ago
Full-Stack ML Apps (Javascript, React, Streamlit) with Gradio API
ML Fundamentals
Full-Stack ML Apps (Javascript, React, Streamlit) with Gradio API
1littlecoder Beginner 3y ago
Basics of a Neural Network | Optimization Algorithms & Activation Function | DataHour
ML Fundamentals
Basics of a Neural Network | Optimization Algorithms & Activation Function | DataHour
Analytics Vidhya Beginner 3y ago
All Possible Ways To Apply Jobs In Data Science Industry
ML Fundamentals
All Possible Ways To Apply Jobs In Data Science Industry
Krish Naik Beginner 3y ago
Lecture 14: Basic Hilbert Space Theory
ML Fundamentals ⚡ AI Lesson
Lecture 14: Basic Hilbert Space Theory
MIT OpenCourseWare Beginner 3y ago
#18 Machine Learning Specialization [Course 1, Week 1, Lesson 4]
ML Fundamentals
#18 Machine Learning Specialization [Course 1, Week 1, Lesson 4]
DeepLearningAI Beginner 3y ago
#17 Machine Learning Specialization [Course 1, Week 1, Lesson 4]
ML Fundamentals
#17 Machine Learning Specialization [Course 1, Week 1, Lesson 4]
DeepLearningAI Beginner 3y ago
#16 Machine Learning Specialization [Course 1, Week 1, Lesson 4]
ML Fundamentals
#16 Machine Learning Specialization [Course 1, Week 1, Lesson 4]
DeepLearningAI Beginner 3y ago
#15 Machine Learning Specialization [Course 1, Week 1, Lesson 4]
ML Fundamentals
#15 Machine Learning Specialization [Course 1, Week 1, Lesson 4]
DeepLearningAI Beginner 3y ago
Why do we need data validation in machine learning?
ML Fundamentals ⚡ AI Lesson
Why do we need data validation in machine learning?
CodeEmporium Beginner 3y ago
Cross Validation Explained!
ML Fundamentals ⚡ AI Lesson
Cross Validation Explained!
CodeEmporium Beginner 3y ago
Why unbiased models aren't enough in machine learning
ML Fundamentals ⚡ AI Lesson
Why unbiased models aren't enough in machine learning
CodeEmporium Beginner 3y ago
Bias Math in Machine Learning
ML Fundamentals ⚡ AI Lesson
Bias Math in Machine Learning
CodeEmporium Beginner 3y ago
Bias in Machine Learning
ML Fundamentals ⚡ AI Lesson
Bias in Machine Learning
CodeEmporium Beginner 3y ago
Bias Variance Tradeoff Explained!
ML Fundamentals ⚡ AI Lesson
Bias Variance Tradeoff Explained!
CodeEmporium Beginner 3y ago
Continuous Bag of Words (CBOW) PyTorch Code Explained
ML Fundamentals
Continuous Bag of Words (CBOW) PyTorch Code Explained
Aladdin Persson Beginner 3y ago
Word2Vec Explained - CBOW & Skip-Gram Models
ML Fundamentals
Word2Vec Explained - CBOW & Skip-Gram Models
Aladdin Persson Beginner 3y ago
Should You Stop Splitting Your Data Like This?
ML Fundamentals
Should You Stop Splitting Your Data Like This?
Underfitted Beginner 3y ago
Bayesian analysis with Linear Regression
ML Fundamentals ⚡ AI Lesson
Bayesian analysis with Linear Regression
CodeEmporium Beginner 3y ago
What is regularization trying to do?
ML Fundamentals ⚡ AI Lesson
What is regularization trying to do?
CodeEmporium Beginner 3y ago
What is regularization?
ML Fundamentals ⚡ AI Lesson
What is regularization?
CodeEmporium Beginner 3y ago
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