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
#33 AI for Good Specialization [Course 1, Week 3, Lesson 1]
ML Fundamentals
#33 AI for Good Specialization [Course 1, Week 3, Lesson 1]
DeepLearningAI Intermediate 2y ago
#32 AI for Good Specialization [Course 1, Week 3, Lesson 1]
ML Fundamentals ⚡ AI Lesson
#32 AI for Good Specialization [Course 1, Week 3, Lesson 1]
DeepLearningAI Intermediate 2y ago
Course: Machine Learning for Business Decision Optimization
ML Fundamentals
Course: Machine Learning for Business Decision Optimization
Weights & Biases Intermediate 2y ago
Greg Michaelson   AutoML as it should have always been | JupyterCon 2023
ML Fundamentals
Greg Michaelson AutoML as it should have always been | JupyterCon 2023
JupyterCon Intermediate 2y ago
Emilien Schultz   How to convince French HSS researchers to use Jupyter Notebooks ?
ML Fundamentals
Emilien Schultz How to convince French HSS researchers to use Jupyter Notebooks ?
JupyterCon Intermediate 2y ago
MSc in Major Programme Management: Student Views
ML Fundamentals
MSc in Major Programme Management: Student Views
Saïd Business School, University of Oxford Intermediate 2y ago
Mike's Cube Code - Computerphile
ML Fundamentals ⚡ AI Lesson
Mike's Cube Code - Computerphile
Computerphile Intermediate 2y ago
Day in the life of an Oxford Strategic Leadership Programme - May 2023
ML Fundamentals
Day in the life of an Oxford Strategic Leadership Programme - May 2023
Saïd Business School, University of Oxford Intermediate 2y ago
Modern Machine Learning Apps with Streamlit - No HTML, CSS, JS
ML Fundamentals ⚡ AI Lesson
Modern Machine Learning Apps with Streamlit - No HTML, CSS, JS
NeuralNine Intermediate 2y ago
Using Synthetic Data for Machine Learning & AI in Python
ML Fundamentals ⚡ AI Lesson
Using Synthetic Data for Machine Learning & AI in Python
DataCamp Intermediate 2y ago
Deploy Open Source AI Models within Minutes using Deep Infra
ML Fundamentals ⚡ AI Lesson
Deploy Open Source AI Models within Minutes using Deep Infra
AI Anytime Intermediate 2y ago
This pattern breaks, but for a good reason | Moser's circle problem
ML Fundamentals
This pattern breaks, but for a good reason | Moser's circle problem
3Blue1Brown Intermediate 2y ago
Lessons from Spending $675.92 to Talk to Top Data Scientists on Upwork #freelance #datascience
ML Fundamentals
Lessons from Spending $675.92 to Talk to Top Data Scientists on Upwork #freelance #datascience
Shaw Talebi Intermediate 2y ago
🔴 LIVE 🔴 MATRIX FACTORIZATION TECHNIQUES FOR RECOMMENDER SYSTEMS
ML Fundamentals
🔴 LIVE 🔴 MATRIX FACTORIZATION TECHNIQUES FOR RECOMMENDER SYSTEMS
Aladdin Persson Intermediate 2y ago
Why do we use "e" in the Sigmoid?
ML Fundamentals ⚡ AI Lesson
Why do we use "e" in the Sigmoid?
ritvikmath Intermediate 2y ago
A Journey from Beginner to Advanced ML Builder with SageMaker Studio Lab- AWS Machine Learning in 15
ML Fundamentals
A Journey from Beginner to Advanced ML Builder with SageMaker Studio Lab- AWS Machine Learning in 15
AWS Developers Intermediate 2y ago
Practical Hands-on with Convolutional Neural Networks | CNN vs ANN
ML Fundamentals
Practical Hands-on with Convolutional Neural Networks | CNN vs ANN
Analytics Vidhya Intermediate 2y ago
Accelerating Digital Skill Building Amid Rapid Change - Coursera Conference 2023
ML Fundamentals
Accelerating Digital Skill Building Amid Rapid Change - Coursera Conference 2023
Coursera Intermediate 2y ago
It's a Learner-First Market - Coursera Conference 2023
ML Fundamentals
It's a Learner-First Market - Coursera Conference 2023
Coursera Intermediate 2y ago
Synthetic Data Generation using Generative AI
ML Fundamentals ⚡ AI Lesson
Synthetic Data Generation using Generative AI
AI Anytime Intermediate 2y ago
Building a personalization solution just got easier with Amazon Personalize
ML Fundamentals
Building a personalization solution just got easier with Amazon Personalize
AWS Developers Intermediate 2y ago
Quantum: Current State 2023 (Quantum pt2) - Computerphile
ML Fundamentals ⚡ AI Lesson
Quantum: Current State 2023 (Quantum pt2) - Computerphile
Computerphile Intermediate 2y ago
Addressing the Cold Start Problem: Heuristic Models and Training Data in Slack
ML Fundamentals
Addressing the Cold Start Problem: Heuristic Models and Training Data in Slack
MLOps.community Intermediate 2y ago
Privacy and Security in Slack: Safeguarding Data in Features and Models
ML Fundamentals
Privacy and Security in Slack: Safeguarding Data in Features and Models
MLOps.community Intermediate 2y ago
Learn & Make Money 💰 with Data Science ✌️
ML Fundamentals
Learn & Make Money 💰 with Data Science ✌️
Analytics Vidhya Intermediate 2y ago
What’s new in ChromeOS | Google I/O 2023 - American Sign Language
ML Fundamentals
What’s new in ChromeOS | Google I/O 2023 - American Sign Language
Chrome for Developers Intermediate 2y ago
Building communications and contact center apps for the Web
ML Fundamentals
Building communications and contact center apps for the Web
Chrome for Developers Intermediate 2y ago
Supercharge your web app with Machine Learning and MediaPipe
ML Fundamentals
Supercharge your web app with Machine Learning and MediaPipe
Google for Developers Intermediate 2y ago
#31 AI for Good Specialization [Course 1, Week 3, Lesson 1]
ML Fundamentals
#31 AI for Good Specialization [Course 1, Week 3, Lesson 1]
DeepLearningAI Intermediate 2y ago
#30 AI for Good Specialization [Course 1, Week 3, Lesson 1]
ML Fundamentals
#30 AI for Good Specialization [Course 1, Week 3, Lesson 1]
DeepLearningAI Intermediate 2y ago
#29 AI for Good Specialization [Course 1, Week 3, Lesson 1]
ML Fundamentals
#29 AI for Good Specialization [Course 1, Week 3, Lesson 1]
DeepLearningAI Intermediate 2y ago
#18 AI for Good Specialization [Course 1, Week 2, Lesson 1]
ML Fundamentals
#18 AI for Good Specialization [Course 1, Week 2, Lesson 1]
DeepLearningAI Intermediate 2y ago
#16 AI for Good Specialization [Course 1, Week 2, Lesson 1]
ML Fundamentals ⚡ AI Lesson
#16 AI for Good Specialization [Course 1, Week 2, Lesson 1]
DeepLearningAI Intermediate 2y ago
Giuseppe Angelo Porcelli   Boost productivity with generative AI and scalable development using Jupy
ML Fundamentals ⚡ AI Lesson
Giuseppe Angelo Porcelli Boost productivity with generative AI and scalable development using Jupy
JupyterCon Intermediate 2y ago
Thomas Dupriez   Flexible course management and validation system using Jupyterhub with additional s
ML Fundamentals
Thomas Dupriez Flexible course management and validation system using Jupyterhub with additional s
JupyterCon Intermediate 2y ago
Joe Lucas   Post exploitation in Jupyter Environments | JupyterCon 2023
ML Fundamentals
Joe Lucas Post exploitation in Jupyter Environments | JupyterCon 2023
JupyterCon Intermediate 2y ago
Webinar: Impact Investing - The next trillion
ML Fundamentals ⚡ AI Lesson
Webinar: Impact Investing - The next trillion
Saïd Business School, University of Oxford Intermediate 2y ago
AWS ML Heroes: Building GenAI Experiences on AWS in 15 Minutes! (Ep. 2)
ML Fundamentals ⚡ AI Lesson
AWS ML Heroes: Building GenAI Experiences on AWS in 15 Minutes! (Ep. 2)
AWS Developers Intermediate 2y ago
Building GenAI Experiences on Amazon SageMaker - AWS Machine Learning in 15 (Ep. 1)
ML Fundamentals ⚡ AI Lesson
Building GenAI Experiences on Amazon SageMaker - AWS Machine Learning in 15 (Ep. 1)
AWS Developers Intermediate 2y ago
Webinar: The decisive decade - Strategies for regeneration through social finance
ML Fundamentals
Webinar: The decisive decade - Strategies for regeneration through social finance
Saïd Business School, University of Oxford Intermediate 2y ago
Bring intelligent insights to your industrial operations with Amazon Monitron- AWS Online Tech Talks
ML Fundamentals ⚡ AI Lesson
Bring intelligent insights to your industrial operations with Amazon Monitron- AWS Online Tech Talks
AWS Developers Intermediate 2y ago
ML-powered Predictive Maintenance for Industrial Operations - AWS Machine Learning in 15
ML Fundamentals
ML-powered Predictive Maintenance for Industrial Operations - AWS Machine Learning in 15
AWS Developers Intermediate 2y ago
Value of External Resources for Building a Company Platform
ML Fundamentals
Value of External Resources for Building a Company Platform
MLOps.community Intermediate 2y ago
Managing ML experiments - AWS Machine Learning in 15
ML Fundamentals ⚡ AI Lesson
Managing ML experiments - AWS Machine Learning in 15
AWS Developers Intermediate 2y ago
Build End to End Machine Learning Project | DataHour by Bharat Sharma
ML Fundamentals
Build End to End Machine Learning Project | DataHour by Bharat Sharma
Analytics Vidhya Intermediate 2y ago
AWS ML Heroes in 15: Harnessing Low-code/No-Code Machine Learning on AWS
ML Fundamentals ⚡ AI Lesson
AWS ML Heroes in 15: Harnessing Low-code/No-Code Machine Learning on AWS
AWS Developers Intermediate 2y ago
How to develop kiosk apps for ChromeOS
ML Fundamentals
How to develop kiosk apps for ChromeOS
Chrome for Developers Intermediate 2y ago
What’s new in ChromeOS | Google I/O 2023
ML Fundamentals
What’s new in ChromeOS | Google I/O 2023
Chrome for Developers Intermediate 2y ago
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