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
Sergey Levine: Robotics and Machine Learning | Lex Fridman Podcast #108
ML Fundamentals
Sergey Levine: Robotics and Machine Learning | Lex Fridman Podcast #108
Lex Fridman Beginner 5y ago
Live-Feature Engineering-All Techniques To Handle Missing Values- Day 2
ML Fundamentals
Live-Feature Engineering-All Techniques To Handle Missing Values- Day 2
Krish Naik Beginner 5y ago
Neural Network Simply Explained | Deep Learning Tutorial 4 (Tensorflow2.0, Keras & Python)
ML Fundamentals
Neural Network Simply Explained | Deep Learning Tutorial 4 (Tensorflow2.0, Keras & Python)
codebasics Beginner 5y ago
Save and Load a Model with TensorFlow's Keras API
ML Fundamentals
Save and Load a Model with TensorFlow's Keras API
deeplizard Beginner 5y ago
MLOps Meetup #25 Python and Dask: Scaling the DataFrame // Dan Gerlanc - Founder of Enplus Advisors
ML Fundamentals
MLOps Meetup #25 Python and Dask: Scaling the DataFrame // Dan Gerlanc - Founder of Enplus Advisors
MLOps.community Beginner 5y ago
Pytorch Tutorial 2-Understanding Of Tensors Using Pytorch
ML Fundamentals
Pytorch Tutorial 2-Understanding Of Tensors Using Pytorch
Krish Naik Beginner 5y ago
Deploying Machine Learning Models with Watson Machine Learning || Python Machine Learning PT.4
ML Fundamentals
Deploying Machine Learning Models with Watson Machine Learning || Python Machine Learning PT.4
Nicholas Renotte Beginner 5y ago
The Case for Hardware-ML Model Co-design with Diana Marculescu - #391
ML Fundamentals
The Case for Hardware-ML Model Co-design with Diana Marculescu - #391
The TWIML AI Podcast with Sam Charrington Advanced 5y ago
Pytorch Image Captioning Tutorial
ML Fundamentals
Pytorch Image Captioning Tutorial
Aladdin Persson Beginner 5y ago
Reviewing Your Data Science Projects - Episode 11(GITHUB CLEANING)
ML Fundamentals
Reviewing Your Data Science Projects - Episode 11(GITHUB CLEANING)
Ken Jee Beginner 5y ago
MLOps #22 // Feature Stores: An Essential Part of the ML Stack to Build Great Data // Kevin Stumpf
ML Fundamentals
MLOps #22 // Feature Stores: An Essential Part of the ML Stack to Build Great Data // Kevin Stumpf
MLOps.community Intermediate 5y ago
What is a neuron? | Deep Learning Tutorial 3 (Tensorflow Tutorial, Keras & Python)
ML Fundamentals
What is a neuron? | Deep Learning Tutorial 3 (Tensorflow Tutorial, Keras & Python)
codebasics Beginner 5y ago
The Chain Rule, Clearly Explained!!!
ML Fundamentals
The Chain Rule, Clearly Explained!!!
StatQuest with Josh Starmer Beginner 5y ago
How to build custom Datasets for Text in Pytorch
ML Fundamentals
How to build custom Datasets for Text in Pytorch
Aladdin Persson Beginner 5y ago
2020 Machine Learning Roadmap (87% valid for 2024)
ML Fundamentals
2020 Machine Learning Roadmap (87% valid for 2024)
Daniel Bourke Beginner 5y ago
MONAI – An Open Source Framework for AI Development in Medical Imaging
ML Fundamentals
MONAI – An Open Source Framework for AI Development in Medical Imaging
PyTorch Beginner 5y ago
Linear Programming, PySimpleGUI, and More | Real Python Podcast #17
ML Fundamentals
Linear Programming, PySimpleGUI, and More | Real Python Podcast #17
Real Python Beginner 5y ago
Simple Fast 3-step Python OCR using Deep Learning 40+ Languages
ML Fundamentals
Simple Fast 3-step Python OCR using Deep Learning 40+ Languages
1littlecoder Beginner 5y ago
How to train a deep learning model using docker?
ML Fundamentals
How to train a deep learning model using docker?
Abhishek Thakur Intermediate 5y ago
How DNS Works - Computerphile
ML Fundamentals
How DNS Works - Computerphile
Computerphile Intermediate 5y ago
DeepMind x UCL | Deep Learning Lectures | 12/12 |  Responsible Innovation
ML Fundamentals
DeepMind x UCL | Deep Learning Lectures | 12/12 | Responsible Innovation
Google DeepMind Advanced 5y ago
DeepMind x UCL | Deep Learning Lectures | 11/12 | Modern Latent Variable Models
ML Fundamentals
DeepMind x UCL | Deep Learning Lectures | 11/12 | Modern Latent Variable Models
Google DeepMind Advanced 5y ago
The reshaping of the mergers and acquisitions market
ML Fundamentals
The reshaping of the mergers and acquisitions market
Saïd Business School, University of Oxford Intermediate 5y ago
Create a Confusion Matrix for Neural Network Predictions
ML Fundamentals
Create a Confusion Matrix for Neural Network Predictions
deeplizard Intermediate 5y ago
3D Deep Learning with PyTorch3D by Nikhila Ravi
ML Fundamentals
3D Deep Learning with PyTorch3D by Nikhila Ravi
PyTorch Beginner 5y ago
Inside TensorFlow: New TF Lite Converter
ML Fundamentals
Inside TensorFlow: New TF Lite Converter
TensorFlow Beginner 5y ago
Linear Regression From Scratch - Part 3
ML Fundamentals
Linear Regression From Scratch - Part 3
Imaad Mohamed Khan Beginner 5y ago
Optimize Your ML Models - Avoid Underfitting and Overfitting
ML Fundamentals
Optimize Your ML Models - Avoid Underfitting and Overfitting
What's AI by Louis-François Bouchard Beginner 5y ago
Dockerizing the skin cancer detection web application
ML Fundamentals
Dockerizing the skin cancer detection web application
Abhishek Thakur Intermediate 5y ago
Python Machine Learning with Scikit Learn - Regression || Python Machine Learning PT.3
ML Fundamentals
Python Machine Learning with Scikit Learn - Regression || Python Machine Learning PT.3
Nicholas Renotte Beginner 5y ago
Singular Values vs. Eigenvalues : Data Science Basics
ML Fundamentals
Singular Values vs. Eigenvalues : Data Science Basics
ritvikmath Beginner 5y ago
[Live Machine Learning Research] Plain Self-Ensembles (I actually DISCOVER SOMETHING) - Part 1
ML Fundamentals
[Live Machine Learning Research] Plain Self-Ensembles (I actually DISCOVER SOMETHING) - Part 1
Yannic Kilcher Beginner 5y ago
One Neural Network to Rule Them All (and more) | Machine Learning Monthly June 2020
ML Fundamentals
One Neural Network to Rule Them All (and more) | Machine Learning Monthly June 2020
Daniel Bourke Beginner 5y ago
Live-Feature Engineering-All Techniques To Handle Missing Values- Day 1
ML Fundamentals
Live-Feature Engineering-All Techniques To Handle Missing Values- Day 1
Krish Naik Beginner 5y ago
Live Unboxing MSI Laptop For Machine Learning And Deep Learning
ML Fundamentals
Live Unboxing MSI Laptop For Machine Learning And Deep Learning
Krish Naik Beginner 5y ago
Pytorch Tutorial 1-Pytorch Installation For Deep Learning
ML Fundamentals
Pytorch Tutorial 1-Pytorch Installation For Deep Learning
Krish Naik Beginner 5y ago
Why deep learning is becoming so popular? | Deep Learning Tutorial 2 (Tensorflow2.0, Keras & Python)
ML Fundamentals
Why deep learning is becoming so popular? | Deep Learning Tutorial 2 (Tensorflow2.0, Keras & Python)
codebasics Beginner 5y ago
Introduction | Deep Learning Tutorial 1 (Tensorflow Tutorial, Keras & Python)
ML Fundamentals
Introduction | Deep Learning Tutorial 1 (Tensorflow Tutorial, Keras & Python)
codebasics Beginner 5y ago
MLOps Meetup #24 // How to Become a Better Data Scientist: The Definite Guide // Alexey Grigorev
ML Fundamentals
MLOps Meetup #24 // How to Become a Better Data Scientist: The Definite Guide // Alexey Grigorev
MLOps.community Beginner 5y ago
Live- Implementation Of Malaria Disease Using Deep Learning End To End Projects With Deployment
ML Fundamentals
Live- Implementation Of Malaria Disease Using Deep Learning End To End Projects With Deployment
Krish Naik Intermediate 5y ago
Live Summary- Memory Profiler In Python- How To Effectively Check Your Code Quality With Memory
ML Fundamentals
Live Summary- Memory Profiler In Python- How To Effectively Check Your Code Quality With Memory
Krish Naik Intermediate 5y ago
Monitoring the Machine Learning Stack // Lina Weichbrodt // MLOps Meetup #23
ML Fundamentals
Monitoring the Machine Learning Stack // Lina Weichbrodt // MLOps Meetup #23
MLOps.community Intermediate 5y ago
Live- Implementation Of 7 HealthCare End To End Projects With Deployment
ML Fundamentals
Live- Implementation Of 7 HealthCare End To End Projects With Deployment
Krish Naik Intermediate 5y ago
Summary Recap Of Live Implementation Of Movie Recommendation With Deployment Using Heroku
ML Fundamentals
Summary Recap Of Live Implementation Of Movie Recommendation With Deployment Using Heroku
Krish Naik Intermediate 5y ago
Neural Network Predictions with TensorFlow's Keras API
ML Fundamentals
Neural Network Predictions with TensorFlow's Keras API
deeplizard Intermediate 5y ago
Summary Of Live- Implementation Of Flight Fare Prediction Web App Project With Deployment
ML Fundamentals
Summary Of Live- Implementation Of Flight Fare Prediction Web App Project With Deployment
Krish Naik Intermediate 5y ago
PyTorch Pruning | How it's Made by Michela Paganini
ML Fundamentals
PyTorch Pruning | How it's Made by Michela Paganini
PyTorch Beginner 5y ago
What is Torchtext?
ML Fundamentals
What is Torchtext?
PyTorch Beginner 5y ago
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