Foundations

ML Fundamentals

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

11,384
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
Pytorch Quick Tip: Reproducible Results and Deterministic Behavior
ML Fundamentals
Pytorch Quick Tip: Reproducible Results and Deterministic Behavior
Aladdin Persson Beginner 5y ago
Pytorch Tutorial 5-Live- Kaggle Advance House Price Prediction Using Pytorch Deep Learning
ML Fundamentals
Pytorch Tutorial 5-Live- Kaggle Advance House Price Prediction Using Pytorch Deep Learning
Krish Naik Beginner 5y ago
PYTORCH COMMON MISTAKES - How To Save Time ๐Ÿ•’
ML Fundamentals โšก AI Lesson
PYTORCH COMMON MISTAKES - How To Save Time ๐Ÿ•’
Aladdin Persson Beginner 5y ago
Frontiers in Machine Learning: Security and Machine Learning
ML Fundamentals
Frontiers in Machine Learning: Security and Machine Learning
Microsoft Research Beginner 5y ago
Graph ML Research at Twitter with Michael Bronstein - #394
ML Fundamentals โšก AI Lesson
Graph ML Research at Twitter with Michael Bronstein - #394
The TWIML AI Podcast with Sam Charrington Beginner 5y ago
WTFML: Simple, reusable code for PyTorch models
ML Fundamentals
WTFML: Simple, reusable code for PyTorch models
Abhishek Thakur Beginner 5y ago
Live Q&A: Getting Started With Data Science
ML Fundamentals
Live Q&A: Getting Started With Data Science
Abhishek Thakur Beginner 5y ago
Live In-depth Discussion Of PyCaret Automated Machine Learning Library Part 2
ML Fundamentals
Live In-depth Discussion Of PyCaret Automated Machine Learning Library Part 2
Krish Naik Beginner 5y ago
MLOps Coffee Sessions #4: A Conversation Around Feature Stores with Venkata Pingali and Jim Dowling
ML Fundamentals
MLOps Coffee Sessions #4: A Conversation Around Feature Stores with Venkata Pingali and Jim Dowling
MLOps.community Beginner 5y ago
Introduction to Trees (Data Structures & Algorithms #9)
ML Fundamentals
Introduction to Trees (Data Structures & Algorithms #9)
CS Dojo Beginner 5y ago
Code Update for CNN Training with TensorFlow's Keras API
ML Fundamentals โšก AI Lesson
Code Update for CNN Training with TensorFlow's Keras API
deeplizard Beginner 5y ago
[Classic] ImageNet Classification with Deep Convolutional Neural Networks (Paper Explained)
ML Fundamentals
[Classic] ImageNet Classification with Deep Convolutional Neural Networks (Paper Explained)
Yannic Kilcher Beginner 5y ago
AI Assisted Masking - Save Your Precious Time Right Now [AE Rotobrush 2]
ML Fundamentals โšก AI Lesson
AI Assisted Masking - Save Your Precious Time Right Now [AE Rotobrush 2]
bycloud Beginner 5y ago
Deploying a Trained ML model via Flask on Heroku | End-to-End ML Project Tutorial - Part 4
ML Fundamentals
Deploying a Trained ML model via Flask on Heroku | End-to-End ML Project Tutorial - Part 4
Harshit Tyagi Beginner 5y ago
The View from the (Self)Driver's Seat: W&B Tools for Autonomous Navigation
ML Fundamentals
The View from the (Self)Driver's Seat: W&B Tools for Autonomous Navigation
Weights & Biases Beginner 5y ago
Introduction to Machine Learning | 365 Data Science Online Course
ML Fundamentals โšก AI Lesson
Introduction to Machine Learning | 365 Data Science Online Course
365 Data Science Beginner 5y ago
Peter Skomoroch โ€” Product Management for AI
ML Fundamentals
Peter Skomoroch โ€” Product Management for AI
Weights & Biases Beginner 5y ago
Invariance, Geometry and Deep Neural Networks with Pavan Turaga - #386 (Video)
ML Fundamentals โšก AI Lesson
Invariance, Geometry and Deep Neural Networks with Pavan Turaga - #386 (Video)
The TWIML AI Podcast with Sam Charrington Beginner 5y ago
Powered by TensorFlow: Air Cognizer predicts air quality with machine learning
ML Fundamentals โšก AI Lesson
Powered by TensorFlow: Air Cognizer predicts air quality with machine learning
TensorFlow Beginner 5y ago
Introduction - CS50's Introduction to Artificial Intelligence with Python 2020
ML Fundamentals
Introduction - CS50's Introduction to Artificial Intelligence with Python 2020
CS50 Beginner 5y ago
Training and Fine-Tuning ML Models with Sklearn | End-to-End ML Project Tutorial - Part 3
ML Fundamentals โšก AI Lesson
Training and Fine-Tuning ML Models with Sklearn | End-to-End ML Project Tutorial - Part 3
Harshit Tyagi Beginner 5y ago
Reviewing Your Data Science Resumes - Episode 12 (3 Different Resumes!)
ML Fundamentals
Reviewing Your Data Science Resumes - Episode 12 (3 Different Resumes!)
Ken Jee Beginner 5y ago
Activation Functions | Deep Learning Tutorial 8 (Tensorflow Tutorial, Keras & Python)
ML Fundamentals โšก AI Lesson
Activation Functions | Deep Learning Tutorial 8 (Tensorflow Tutorial, Keras & Python)
codebasics Beginner 5y ago
Neural networks learning spirals
ML Fundamentals โšก AI Lesson
Neural networks learning spirals
Lex Fridman Beginner 5y ago
[Classic] Generative Adversarial Networks (Paper Explained)
ML Fundamentals โšก AI Lesson
[Classic] Generative Adversarial Networks (Paper Explained)
Yannic Kilcher Beginner 5y ago
Neural Network For Handwritten Digits Classification | Deep Learning Tutorial 7 (Tensorflow2.0)
ML Fundamentals
Neural Network For Handwritten Digits Classification | Deep Learning Tutorial 7 (Tensorflow2.0)
codebasics Beginner 5y ago
Captcha recognition using PyTorch (Convolutional-RNN + CTC Loss)
ML Fundamentals
Captcha recognition using PyTorch (Convolutional-RNN + CTC Loss)
Abhishek Thakur Beginner 5y ago
Live In-depth Discussion Of PyCaret Automated Machine Learning Library
ML Fundamentals
Live In-depth Discussion Of PyCaret Automated Machine Learning Library
Krish Naik Beginner 5y ago
Hyperparameter Tuning Techniques Genetic Algorithms And Optuna Data Science Machine Learning- Part 2
ML Fundamentals
Hyperparameter Tuning Techniques Genetic Algorithms And Optuna Data Science Machine Learning- Part 2
Krish Naik Beginner 5y ago
Live-Discussing All Hyperparameter Tuning Techniques Data Science Machine Learning
ML Fundamentals
Live-Discussing All Hyperparameter Tuning Techniques Data Science Machine Learning
Krish Naik Beginner 5y ago
W&B Deep Learning Salon
ML Fundamentals
W&B Deep Learning Salon
Weights & Biases Beginner 5y ago
Live-Charity Stream To Help Bihar And Assam Floods- My Special Journey To 200k subscribers
ML Fundamentals
Live-Charity Stream To Help Bihar And Assam Floods- My Special Journey To 200k subscribers
Krish Naik Beginner 5y ago
I finally got a copy of "Approaching (Almost) Any Machine Learning Problem"
ML Fundamentals โšก AI Lesson
I finally got a copy of "Approaching (Almost) Any Machine Learning Problem"
Abhishek Thakur Beginner 5y ago
Live-Features Selection-Various Techniques To Select Features  Day 7
ML Fundamentals
Live-Features Selection-Various Techniques To Select Features Day 7
Krish Naik Beginner 5y ago
PyTorch Quick Tip: How to get a Progress Bar
ML Fundamentals
PyTorch Quick Tip: How to get a Progress Bar
Aladdin Persson Beginner 5y ago
Data Preparation with Sci-kit learn and Pandas | End-to-End ML Project Tutorial - Part 2
ML Fundamentals โšก AI Lesson
Data Preparation with Sci-kit learn and Pandas | End-to-End ML Project Tutorial - Part 2
Harshit Tyagi Beginner 5y ago
Pytorch Tutorial 4- Solving Kaggle Pima Diabetes Prediction Using ANN With PyTorch Library
ML Fundamentals
Pytorch Tutorial 4- Solving Kaggle Pima Diabetes Prediction Using ANN With PyTorch Library
Krish Naik Beginner 5y ago
End-to-End Machine Learning Project Tutorial - Part 1
ML Fundamentals
End-to-End Machine Learning Project Tutorial - Part 1
Harshit Tyagi Beginner 5y ago
Live-Feature Engineering-All Standardization And Transformation Techniques- Day 6
ML Fundamentals
Live-Feature Engineering-All Standardization And Transformation Techniques- Day 6
Krish Naik Beginner 5y ago
Hyperparameter Optimization: This Tutorial Is All You Need
ML Fundamentals โšก AI Lesson
Hyperparameter Optimization: This Tutorial Is All You Need
Abhishek Thakur Beginner 5y ago
How to convert almost any PyTorch model to ONNX and serve it using flask
ML Fundamentals
How to convert almost any PyTorch model to ONNX and serve it using flask
Abhishek Thakur Beginner 5y ago
Einsum Is All You Need: NumPy, PyTorch and TensorFlow
ML Fundamentals โšก AI Lesson
Einsum Is All You Need: NumPy, PyTorch and TensorFlow
Aladdin Persson Beginner 5y ago
Talks # 7: Moez Ali: Machine learning with PyCaret
ML Fundamentals
Talks # 7: Moez Ali: Machine learning with PyCaret
Abhishek Thakur Beginner 5y ago
Summary Live Q&A-Sudhanshu Journey On Data Science
ML Fundamentals
Summary Live Q&A-Sudhanshu Journey On Data Science
Krish Naik Beginner 5y ago
Pytorch vs Tensorflow vs Keras | Deep Learning Tutorial 6 (Tensorflow Tutorial, Keras & Python)
ML Fundamentals โšก AI Lesson
Pytorch vs Tensorflow vs Keras | Deep Learning Tutorial 6 (Tensorflow Tutorial, Keras & Python)
codebasics Beginner 5y ago
Pytorch TutoriaL 3-How To Perform BackPropogation Using Pytorch
ML Fundamentals
Pytorch TutoriaL 3-How To Perform BackPropogation Using Pytorch
Krish Naik Beginner 5y ago
Exploring the W&B Dashboard
ML Fundamentals โšก AI Lesson
Exploring the W&B Dashboard
Weights & Biases Beginner 5y ago
Install tensorflow 2.0 | Deep Learning Tutorial 5 (Tensorflow Tutorial, Keras & Python)
ML Fundamentals โšก AI Lesson
Install tensorflow 2.0 | Deep Learning Tutorial 5 (Tensorflow Tutorial, Keras & Python)
codebasics Beginner 5y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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Automate, Validate, and Promote ML Models Safely
๐Ÿ“š Coursera Course โ†—
Self-paced
Automate, Validate, and Promote ML Models Safely
Opens on Coursera โ†—
Master Java Build Tools for ML Projects
๐Ÿ“š Coursera Course โ†—
Self-paced
Master Java Build Tools for ML Projects
Opens on Coursera โ†—
Machine Learning for Healthcare Professionals
๐Ÿ“š Coursera Course โ†—
Self-paced
Machine Learning for Healthcare Professionals
Opens on Coursera โ†—
Sentiment Analysis with Deep Learning using BERT
๐Ÿ“š Coursera Course โ†—
Self-paced
Sentiment Analysis with Deep Learning using BERT
Opens on Coursera โ†—
Anรกlisis exploratorio de datos con Python y Pandas
๐Ÿ“š Coursera Course โ†—
Self-paced
Anรกlisis exploratorio de datos con Python y Pandas
Opens on Coursera โ†—
Optimize AI Inference Speed & Accuracy
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Self-paced
Optimize AI Inference Speed & Accuracy
Opens on Coursera โ†—