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
Image Preparation for Convolutional Neural Networks with TensorFlow's Keras API
ML Fundamentals ⚡ AI Lesson
Image Preparation for Convolutional Neural Networks with TensorFlow's Keras API
deeplizard Beginner 5y ago
Data Science Portfolio Project: Regression #1 | Data Science with Marco
ML Fundamentals ⚡ AI Lesson
Data Science Portfolio Project: Regression #1 | Data Science with Marco
Data Science with Marco Beginner 5y ago
Josh Tobin — Productionizing ML Models
ML Fundamentals
Josh Tobin — Productionizing ML Models
Weights & Biases Beginner 5y ago
Linear Regression in Machine Learning Explained in 5 Minutes
ML Fundamentals
Linear Regression in Machine Learning Explained in 5 Minutes
What's AI by Louis-François Bouchard Beginner 5y ago
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 ⚡ AI Lesson
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 ⚡ AI Lesson
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
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
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
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
Linear Programming, PySimpleGUI, and More | Real Python Podcast #17
ML Fundamentals ⚡ AI Lesson
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
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 ⚡ AI Lesson
Inside TensorFlow: New TF Lite Converter
TensorFlow Beginner 5y ago
Linear Regression From Scratch - Part 3
ML Fundamentals ⚡ AI Lesson
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
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 ⚡ AI Lesson
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
Simple Python GUI Development using {guietta}
ML Fundamentals
Simple Python GUI Development using {guietta}
1littlecoder Beginner 5y ago
Linear Regression From Scratch - Part 2
ML Fundamentals ⚡ AI Lesson
Linear Regression From Scratch - Part 2
Imaad Mohamed Khan Beginner 5y ago
Talks # 6: Mani Sarkar: From backend development to machine learning
ML Fundamentals
Talks # 6: Mani Sarkar: From backend development to machine learning
Abhishek Thakur Beginner 5y ago
Data Science Interview (Tips and Tricks) [Ft. Data Science Jay]
ML Fundamentals
Data Science Interview (Tips and Tricks) [Ft. Data Science Jay]
Data Professor Beginner 5y ago
Deep Learning Salon by Weights & Biases
ML Fundamentals
Deep Learning Salon by Weights & Biases
Weights & Biases Beginner 5y ago
Singular Value Decomposition : Data Science Basics
ML Fundamentals
Singular Value Decomposition : Data Science Basics
ritvikmath Beginner 5y ago
Unsupervised Learning | PCA and Clustering | Data Science with Marco
ML Fundamentals ⚡ AI Lesson
Unsupervised Learning | PCA and Clustering | Data Science with Marco
Data Science with Marco 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 ⚡ AI Lesson
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 ⚡ AI Lesson
Introduction | Deep Learning Tutorial 1 (Tensorflow Tutorial, Keras & Python)
codebasics Beginner 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 ⚡ AI Lesson
What is Torchtext?
PyTorch Beginner 5y ago
MLOps Coffee Sessions #2: Different Ways of Serving ML Models with Byron Allen
ML Fundamentals ⚡ AI Lesson
MLOps Coffee Sessions #2: Different Ways of Serving ML Models with Byron Allen
MLOps.community Beginner 5y ago
Pytorch Neural Style Transfer Tutorial
ML Fundamentals ⚡ AI Lesson
Pytorch Neural Style Transfer Tutorial
Aladdin Persson Beginner 5y ago
Live Project-Stock Sentiment Analysis using News Headlines Machine Learning
ML Fundamentals
Live Project-Stock Sentiment Analysis using News Headlines Machine Learning
Krish Naik Beginner 5y ago
Exploratory Data Analysis With Pandas || Python Machine Learning PT.1
ML Fundamentals
Exploratory Data Analysis With Pandas || Python Machine Learning PT.1
Nicholas Renotte Beginner 5y ago
Linear Regression From Scratch - Part 1
ML Fundamentals ⚡ AI Lesson
Linear Regression From Scratch - Part 1
Imaad Mohamed Khan Beginner 5y ago
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Unsupervised Text Classification for Marketing Analytics
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Unsupervised Text Classification for Marketing Analytics
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Industrial Applications of AI
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Build & Optimize TensorFlow ML Workflows
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Build & Optimize TensorFlow ML Workflows
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