Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent โ€” the maths behind AI

12,219
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
Demo your ML models + learn NLP from the best (Hugging Face ๐Ÿค—) | Machine Learning Monthly July 2021
ML Fundamentals
Demo your ML models + learn NLP from the best (Hugging Face ๐Ÿค—) | Machine Learning Monthly July 2021
Daniel Bourke 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
What is Self Supervised Learning?
ML Fundamentals โšก AI Lesson
What is Self Supervised Learning?
codebasics Beginner 4y ago
Saddle points vs. local minima in high dimensional spaces | โ“ #AICoffeeBreakQuiz #Shorts
ML Fundamentals โšก AI Lesson
Saddle points vs. local minima in high dimensional spaces | โ“ #AICoffeeBreakQuiz #Shorts
AI Coffee Break with Letitia 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
Prune a decision tree to avoid overfitting
ML Fundamentals โšก 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 โšก AI Lesson
Shapley Values : Data Science Concepts
ritvikmath Beginner 4y ago
Predicting Urban Land Use
ML Fundamentals โšก AI Lesson
Predicting Urban Land Use
Data Skeptic Beginner 4y ago
Colorize Black & White Images in Python
ML Fundamentals โšก AI Lesson
Colorize Black & White Images in Python
NeuralNine 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
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
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
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 โšก 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
W&B Fastbook Reading Group โ€” 8. Regression  (+ Kaggle's Cassava classification competition)
ML Fundamentals โšก AI Lesson
W&B Fastbook Reading Group โ€” 8. Regression (+ Kaggle's Cassava classification competition)
Weights & Biases Beginner 4y ago
Federated learning: Basics and application to the mobile keyboard (ML Tech Talks)
ML Fundamentals โšก AI Lesson
Federated learning: Basics and application to the mobile keyboard (ML Tech Talks)
TensorFlow Beginner 4y ago
Visualize a decision tree two different ways
ML Fundamentals โšก AI Lesson
Visualize a decision tree two different ways
Data School 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
Opportunities for Skillful Weather Prediction
ML Fundamentals โšก AI Lesson
Opportunities for Skillful Weather Prediction
Data Skeptic Beginner 4y ago
#67 Operationalizing Machine Learning with MLOps (with Alessya Visnjic)
ML Fundamentals โšก AI Lesson
#67 Operationalizing Machine Learning with MLOps (with Alessya Visnjic)
DataCamp Beginner 4y ago
Shadow IT/Shadow MLOps/Shadow DevOps // Korri Jones // Meetup #68 short clip
ML Fundamentals
Shadow IT/Shadow MLOps/Shadow DevOps // Korri Jones // Meetup #68 short clip
MLOps.community Beginner 4y ago
Intuitive Intro To Generative Adversarial Networks - GAN Course Preview
ML Fundamentals โšก AI Lesson
Intuitive Intro To Generative Adversarial Networks - GAN Course Preview
deeplizard Beginner 4y ago
Build a Deep Learning Selfie Segmentation Web App using Gradio
ML Fundamentals
Build a Deep Learning Selfie Segmentation Web App using Gradio
Nicholas Renotte Beginner 4y ago
Introduction to NVIDIA TensorRT for High Performance Deep Learning Inference
ML Fundamentals
Introduction to NVIDIA TensorRT for High Performance Deep Learning Inference
NVIDIA Developer Beginner 4y ago
Boosted Trees & Deep Neural Networks for Better Recommender Systems | Grandmaster Series E6
ML Fundamentals
Boosted Trees & Deep Neural Networks for Better Recommender Systems | Grandmaster Series E6
NVIDIA Developer Beginner 4y ago
ISID Heightens Value Buried in Text Using Azure Machine Learning and PyTorch
ML Fundamentals
ISID Heightens Value Buried in Text Using Azure Machine Learning and PyTorch
PyTorch 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
Acer Predator Helios 300 With Nvidia RTX 3060  Deep learning Benchmarking, Get The Speed You Want๐Ÿ˜Ž๐ŸŽ‰๐Ÿ˜Ž
ML Fundamentals
Acer Predator Helios 300 With Nvidia RTX 3060 Deep learning Benchmarking, Get The Speed You Want๐Ÿ˜Ž๐ŸŽ‰๐Ÿ˜Ž
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
Xavier Amatriain โ€” Building AI-powered Primary Care
ML Fundamentals
Xavier Amatriain โ€” Building AI-powered Primary Care
Weights & Biases Beginner 4y ago
Why healthcare AI wonโ€™t replace human doctors with Curai's Xavier Amatriain
ML Fundamentals
Why healthcare AI wonโ€™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
W&B Study Group: fastai w/ Hugging Face 3/4
ML Fundamentals
W&B Study Group: fastai w/ Hugging Face 3/4
Weights & Biases Beginner 4y ago
Text Classification Using BERT & Tensorflow | Deep Learning Tutorial 47 (Tensorflow, Keras & Python)
ML Fundamentals
Text Classification Using BERT & Tensorflow | Deep Learning Tutorial 47 (Tensorflow, Keras & Python)
codebasics Beginner 4y ago
W&B Fastbook Reading Group โ€” 7. Pet Breeds & Multi-label Classification
ML Fundamentals
W&B Fastbook Reading Group โ€” 7. Pet Breeds & Multi-label Classification
Weights & Biases Beginner 4y ago
Use the correct methods for each type of Pipeline
ML Fundamentals
Use the correct methods for each type of Pipeline
Data School Beginner 4y ago
Skills Required For A Data Analyst In 2021- How To Learn By Self Study And For Free in 3 Months
ML Fundamentals
Skills Required For A Data Analyst In 2021- How To Learn By Self Study And For Free in 3 Months
Krish Naik Beginner 4y ago
My New Laptop Acer Predator Helios 300 Unboxing With Nvidia RTX 3060 For Deep Learning And Gaming
ML Fundamentals
My New Laptop Acer Predator Helios 300 Unboxing With Nvidia RTX 3060 For Deep Learning And Gaming
Krish Naik Beginner 4y ago
Why OpenAI disbanded their robotics team
ML Fundamentals
Why OpenAI disbanded their robotics team
Weights & Biases Beginner 4y ago
Compare multiple ROC curves in a single plot
ML Fundamentals โšก AI Lesson
Compare multiple ROC curves in a single plot
Data School Beginner 4y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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Machine Learning Using SAS Viya
๐Ÿ“š Coursera Course โ†—
Self-paced
Machine Learning Using SAS Viya
Opens on Coursera โ†—
Algebra and Differential Calculus for Data Science
๐Ÿ“š Coursera Course โ†—
Self-paced
Algebra and Differential Calculus for Data Science
Opens on Coursera โ†—
Probabilistic Graphical Models: A Compact Introduction
๐Ÿ“š Coursera Course โ†—
Self-paced
Probabilistic Graphical Models: A Compact Introduction
Opens on Coursera โ†—
Practical Machine Learning on H2O
๐Ÿ“š Coursera Course โ†—
Self-paced
Practical Machine Learning on H2O
Opens on Coursera โ†—
AI Capstone Project with Deep Learning
๐Ÿ“š Coursera Course โ†—
Self-paced
AI Capstone Project with Deep Learning
Opens on Coursera โ†—
Python Fundamentals: Apply Data Structures
๐Ÿ“š Coursera Course โ†—
Self-paced
Python Fundamentals: Apply Data Structures
Opens on Coursera โ†—