Foundations

ML Fundamentals

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

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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
Kaggle 30 Days of ML - Day 7 - Python Libraries & Operator Overloading - Learn Python ML in 30 Days
ML Fundamentals
Kaggle 30 Days of ML - Day 7 - Python Libraries & Operator Overloading - Learn Python ML in 30 Days
1littlecoder Beginner 4y ago
Kaggle's 30 Days Of ML (Day-7): Working with external libraries in Python (final python day)
ML Fundamentals
Kaggle's 30 Days Of ML (Day-7): Working with external libraries in Python (final python day)
Abhishek Thakur Beginner 4y ago
Kaggle 30 Days of ML - Day 6 - Python String, Dictionary - Learn Python ML in 30 Days
ML Fundamentals
Kaggle 30 Days of ML - Day 6 - Python String, Dictionary - Learn Python ML in 30 Days
1littlecoder Beginner 4y ago
Kaggle's 30 Days Of ML (Day-6): Python Strings and Dictionaries
ML Fundamentals ⚡ AI Lesson
Kaggle's 30 Days Of ML (Day-6): Python Strings and Dictionaries
Abhishek Thakur Beginner 4y ago
7 Days Plan To Learn Statistics For Data Analyst And Data Scientist
ML Fundamentals
7 Days Plan To Learn Statistics For Data Analyst And Data Scientist
Krish Naik Beginner 4y ago
W&B Fastbook Reading Group — 9. Training SOTA on ImageNet
ML Fundamentals
W&B Fastbook Reading Group — 9. Training SOTA on ImageNet
Weights & Biases Beginner 4y ago
What is the model identifiability problem? | Explained in 60 seconds! | ❓ #AICoffeeBreakQuiz #Shorts
ML Fundamentals ⚡ AI Lesson
What is the model identifiability problem? | Explained in 60 seconds! | ❓ #AICoffeeBreakQuiz #Shorts
AI Coffee Break with Letitia Beginner 4y ago
Best practices for ML product decisions (ML Tech Talks)
ML Fundamentals ⚡ AI Lesson
Best practices for ML product decisions (ML Tech Talks)
TensorFlow Beginner 4y ago
tf serving tutorial | tensorflow serving tutorial | Deep Learning Tutorial 48 (Tensorflow, Python)
ML Fundamentals
tf serving tutorial | tensorflow serving tutorial | Deep Learning Tutorial 48 (Tensorflow, Python)
codebasics Beginner 4y ago
Use stratified sampling with train_test_split
ML Fundamentals
Use stratified sampling with train_test_split
Data School Beginner 4y ago
Demo your ML models + learn NLP from the best (Hugging Face 🤗) | Machine Learning Monthly July 2021
ML Fundamentals
Demo your ML models + learn NLP from the best (Hugging Face 🤗) | Machine Learning Monthly July 2021
Daniel Bourke Beginner 4y ago
What is Self Supervised Learning?
ML Fundamentals ⚡ AI Lesson
What is Self Supervised Learning?
codebasics Beginner 4y ago
Saddle points vs. local minima in high dimensional spaces | ❓ #AICoffeeBreakQuiz #Shorts
ML Fundamentals ⚡ AI Lesson
Saddle points vs. local minima in high dimensional spaces | ❓ #AICoffeeBreakQuiz #Shorts
AI Coffee Break with Letitia Beginner 4y ago
Prune a decision tree to avoid overfitting
ML Fundamentals ⚡ AI Lesson
Prune a decision tree to avoid overfitting
Data School Beginner 4y ago
Analyzing Python Data Quickly with Mito
ML Fundamentals
Analyzing Python Data Quickly with Mito
Krish Naik Beginner 4y ago
Neural Networks from Scratch - P.9 Introducing Optimization and derivatives
ML Fundamentals
Neural Networks from Scratch - P.9 Introducing Optimization and derivatives
sentdex Beginner 4y ago
Shapley Values : Data Science Concepts
ML Fundamentals ⚡ AI Lesson
Shapley Values : Data Science Concepts
ritvikmath Beginner 4y ago
Predicting Urban Land Use
ML Fundamentals ⚡ AI Lesson
Predicting Urban Land Use
Data Skeptic Beginner 4y ago
Colorize Black & White Images in Python
ML Fundamentals ⚡ AI Lesson
Colorize Black & White Images in Python
NeuralNine Beginner 4y ago
W&B Study Group: fastai w/ Hugging Face 4/4
ML Fundamentals
W&B Study Group: fastai w/ Hugging Face 4/4
Weights & Biases Beginner 4y ago
Ishan Misra: Self-Supervised Deep Learning in Computer Vision | Lex Fridman Podcast #206
ML Fundamentals
Ishan Misra: Self-Supervised Deep Learning in Computer Vision | Lex Fridman Podcast #206
Lex Fridman Beginner 4y ago
20. Asynchronous Distributed Algorithms: Shortest-Paths Spanning Trees
ML Fundamentals
20. Asynchronous Distributed Algorithms: Shortest-Paths Spanning Trees
MIT OpenCourseWare Beginner 4y ago
What if Data Science was a Building Block? (Dolphyn)
ML Fundamentals
What if Data Science was a Building Block? (Dolphyn)
Data Professor Beginner 4y ago
Reinforcement Learning Course: Intro to Advanced Actor Critic Methods
ML Fundamentals ⚡ AI Lesson
Reinforcement Learning Course: Intro to Advanced Actor Critic Methods
freeCodeCamp.org Beginner 4y ago
Working With DataFrames In Pandas
ML Fundamentals
Working With DataFrames In Pandas
Real Python Beginner 4y ago
Federated learning: Basics and application to the mobile keyboard (ML Tech Talks)
ML Fundamentals ⚡ AI Lesson
Federated learning: Basics and application to the mobile keyboard (ML Tech Talks)
TensorFlow Beginner 4y ago
Tour of Upcoming Features on the Hugging Face Model Hub// Julien Chaumond //MLOps Coffee Sessions#48
ML Fundamentals
Tour of Upcoming Features on the Hugging Face Model Hub// Julien Chaumond //MLOps Coffee Sessions#48
MLOps.community Beginner 4y ago
Kaggle 30 Days of ML - Day 5 - Python Loops, List Comprehension - Learn Python ML in 30 Days
ML Fundamentals
Kaggle 30 Days of ML - Day 5 - Python Loops, List Comprehension - Learn Python ML in 30 Days
1littlecoder Beginner 4y ago
Kaggle 30 Days of ML - Day 5 - Python List, Tuples - Learn Python ML in 30 Days
ML Fundamentals
Kaggle 30 Days of ML - Day 5 - Python List, Tuples - Learn Python ML in 30 Days
1littlecoder Beginner 4y ago
Kaggle's 30 Days Of ML (Day-5, Part-2): Python Loops and List Comprehension
ML Fundamentals
Kaggle's 30 Days Of ML (Day-5, Part-2): Python Loops and List Comprehension
Abhishek Thakur Beginner 4y ago
Kaggle's 30 Days Of ML (Day-5, Part-1): Python Lists and Tuples
ML Fundamentals
Kaggle's 30 Days Of ML (Day-5, Part-1): Python Lists and Tuples
Abhishek Thakur Beginner 4y ago
Kaggle 30 Days of ML - Day 4 - Python Boolean, Conditionals, IF-ELSE - Learn Python ML in 30 Days
ML Fundamentals
Kaggle 30 Days of ML - Day 4 - Python Boolean, Conditionals, IF-ELSE - Learn Python ML in 30 Days
1littlecoder Beginner 4y ago
Kaggle's 30 Days Of ML (Day-4): Python Booleans and Conditionals
ML Fundamentals
Kaggle's 30 Days Of ML (Day-4): Python Booleans and Conditionals
Abhishek Thakur Beginner 4y ago
Kaggle's 30 Days Of ML (Day-3): Python Functions
ML Fundamentals
Kaggle's 30 Days Of ML (Day-3): Python Functions
Abhishek Thakur Beginner 4y ago
Kaggle 30 Days of ML - Day 3 - Python Functions & Help - Learn Python ML in 30 Days
ML Fundamentals
Kaggle 30 Days of ML - Day 3 - Python Functions & Help - Learn Python ML in 30 Days
1littlecoder Beginner 4y ago
Kaggle's 30 Days Of ML (Day-2): Say Hello to Python: variables, types and arithmetic operations
ML Fundamentals
Kaggle's 30 Days Of ML (Day-2): Say Hello to Python: variables, types and arithmetic operations
Abhishek Thakur Beginner 4y ago
Kaggle 30 Days of ML - Day 2 - Python Basics - Learn Python ML in 30 Days
ML Fundamentals
Kaggle 30 Days of ML - Day 2 - Python Basics - Learn Python ML in 30 Days
1littlecoder Beginner 4y ago
Kaggle 30 Days of ML - Day 1 - Becoming Kaggle Contributor - Learn Python ML in 30 Days
ML Fundamentals
Kaggle 30 Days of ML - Day 1 - Becoming Kaggle Contributor - Learn Python ML in 30 Days
1littlecoder Beginner 4y ago
Kaggle's 30 Days Of ML (Day-1): Getting Started With Kaggle
ML Fundamentals
Kaggle's 30 Days Of ML (Day-1): Getting Started With Kaggle
Abhishek Thakur Beginner 4y ago
30+ Python Practice Problem Set For Data analyst And Data Scientist- Part 1
ML Fundamentals
30+ Python Practice Problem Set For Data analyst And Data Scientist- Part 1
Krish Naik Beginner 4y ago
Acer Predator Helios 300 With Nvidia RTX 3060  Deep learning Benchmarking, Get The Speed You Want😎🎉😎
ML Fundamentals
Acer Predator Helios 300 With Nvidia RTX 3060 Deep learning Benchmarking, Get The Speed You Want😎🎉😎
Krish Naik Beginner 4y ago
12 days Plan To Learn Python For Data Analyst And Data Science
ML Fundamentals
12 days Plan To Learn Python For Data Analyst And Data Science
Krish Naik Beginner 4y ago
How Kaggle Helped Him Become ML Engineer With Mechanical Engineer Degree
ML Fundamentals
How Kaggle Helped Him Become ML Engineer With Mechanical Engineer Degree
codebasics Beginner 4y ago
W&B Fastbook Reading Group — 8. Regression  (+ Kaggle's Cassava classification competition)
ML Fundamentals ⚡ AI Lesson
W&B Fastbook Reading Group — 8. Regression (+ Kaggle's Cassava classification competition)
Weights & Biases Beginner 4y ago
Xavier Amatriain — Building AI-powered Primary Care
ML Fundamentals
Xavier Amatriain — Building AI-powered Primary Care
Weights & Biases Beginner 4y ago
Visualize a decision tree two different ways
ML Fundamentals ⚡ AI Lesson
Visualize a decision tree two different ways
Data School Beginner 4y ago
Why healthcare AI won’t replace human doctors with Curai's Xavier Amatriain
ML Fundamentals
Why healthcare AI won’t replace human doctors with Curai's Xavier Amatriain
Weights & Biases Beginner 4y ago
Display the intercept and coefficients for a linear model
ML Fundamentals
Display the intercept and coefficients for a linear model
Data School Beginner 4y ago
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