Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent — the maths behind AI

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lessons
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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
Rosanne Liu - career creation for non-standard candidates
ML Fundamentals
Rosanne Liu - career creation for non-standard candidates
Cohere Intermediate 3y ago
Building Cohere API Demo App With Streamlit | Adrien Morisot
ML Fundamentals
Building Cohere API Demo App With Streamlit | Adrien Morisot
Cohere Intermediate 3y ago
On the Adversarial Robustness of Deep Learning
ML Fundamentals
On the Adversarial Robustness of Deep Learning
Microsoft Research Intermediate 3y ago
Building drones to restore deforestation
ML Fundamentals
Building drones to restore deforestation
Google for Developers Intermediate 3y ago
#41 Machine Learning Specialization [Course 1, Week 3, Lesson 4]
ML Fundamentals
#41 Machine Learning Specialization [Course 1, Week 3, Lesson 4]
DeepLearningAI Intermediate 3y ago
#40 Machine Learning Specialization [Course 1, Week 3, Lesson 4]
ML Fundamentals
#40 Machine Learning Specialization [Course 1, Week 3, Lesson 4]
DeepLearningAI Intermediate 3y ago
Stanford CS229M - Lecture 14: Neural Tangent Kernel, Implicit regularization of gradient descent
ML Fundamentals
Stanford CS229M - Lecture 14: Neural Tangent Kernel, Implicit regularization of gradient descent
Stanford Online Intermediate 3y ago
How to Assemble a Deep Learning Machine - Full Process | Part 2
ML Fundamentals
How to Assemble a Deep Learning Machine - Full Process | Part 2
Aleksa Gordić - The AI Epiphany Intermediate 3y ago
Engineering Production NLP Systems at T-Mobile - 600
ML Fundamentals ⚡ AI Lesson
Engineering Production NLP Systems at T-Mobile - 600
The TWIML AI Podcast with Sam Charrington Intermediate 3y ago
Fireside Chat #7: How to Build an Enterprise Machine Learning Platform from Scratch
ML Fundamentals ⚡ AI Lesson
Fireside Chat #7: How to Build an Enterprise Machine Learning Platform from Scratch
Outerbounds Intermediate 3y ago
The RS-232 protocol
ML Fundamentals ⚡ AI Lesson
The RS-232 protocol
Ben Eater Intermediate 3y ago
Sean Carroll | The Biggest Ideas in the Universe: Space, Time and Motion | Talks at Google
ML Fundamentals
Sean Carroll | The Biggest Ideas in the Universe: Space, Time and Motion | Talks at Google
Talks at Google Intermediate 3y ago
The 3 factors that Determine the success of ML projects
ML Fundamentals ⚡ AI Lesson
The 3 factors that Determine the success of ML projects
Outerbounds Intermediate 3y ago
Accelerate deep learning model development with cloud custom environments - AWS Online Tech Talks
ML Fundamentals
Accelerate deep learning model development with cloud custom environments - AWS Online Tech Talks
AWS Developers Intermediate 3y ago
Role of Optimization in Machine Learning & Deep Learning | DataHour | Analytics Vidhya
ML Fundamentals
Role of Optimization in Machine Learning & Deep Learning | DataHour | Analytics Vidhya
Analytics Vidhya Intermediate 3y ago
Train & deploy your deep learning models with Kubeflow integrated with Amazon SageMaker
ML Fundamentals
Train & deploy your deep learning models with Kubeflow integrated with Amazon SageMaker
AWS Developers Intermediate 3y ago
Markov Decision Processes - Computerphile
ML Fundamentals ⚡ AI Lesson
Markov Decision Processes - Computerphile
Computerphile Intermediate 3y ago
Need All Your Help To Test NeuroLabs Coding Platform  Today At 6pm
ML Fundamentals
Need All Your Help To Test NeuroLabs Coding Platform Today At 6pm
Krish Naik Intermediate 3y ago
An Integration Conundrum - Numberphile
ML Fundamentals
An Integration Conundrum - Numberphile
Numberphile Intermediate 3y ago
Transforming Lives | Data Science Immersive Bootcamp
ML Fundamentals ⚡ AI Lesson
Transforming Lives | Data Science Immersive Bootcamp
Analytics Vidhya Intermediate 3y ago
Uses of Information Theory - Computerphile
ML Fundamentals ⚡ AI Lesson
Uses of Information Theory - Computerphile
Computerphile Intermediate 3y ago
Oxford Private Equity Programme
ML Fundamentals
Oxford Private Equity Programme
Saïd Business School, University of Oxford Intermediate 3y ago
#39 Machine Learning Specialization [Course 1, Week 3, Lesson 4]
ML Fundamentals
#39 Machine Learning Specialization [Course 1, Week 3, Lesson 4]
DeepLearningAI Intermediate 3y ago
#38 Machine Learning Specialization [Course 1, Week 3, Lesson 4]
ML Fundamentals
#38 Machine Learning Specialization [Course 1, Week 3, Lesson 4]
DeepLearningAI Intermediate 3y ago
#37 Machine Learning Specialization [Course 1, Week 3, Lesson 4]
ML Fundamentals
#37 Machine Learning Specialization [Course 1, Week 3, Lesson 4]
DeepLearningAI Intermediate 3y ago
#36 Machine Learning Specialization [Course 1, Week 3, Lesson 3]
ML Fundamentals
#36 Machine Learning Specialization [Course 1, Week 3, Lesson 3]
DeepLearningAI Intermediate 3y ago
#30 Machine Learning Specialization [Course 1, Week 2, Lesson 2]
ML Fundamentals
#30 Machine Learning Specialization [Course 1, Week 2, Lesson 2]
DeepLearningAI Intermediate 3y ago
#29 Machine Learning Specialization [Course 1, Week 2, Lesson 2]
ML Fundamentals
#29 Machine Learning Specialization [Course 1, Week 2, Lesson 2]
DeepLearningAI Intermediate 3y ago
#28 Machine Learning Specialization [Course 1, Week 2, Lesson 2]
ML Fundamentals
#28 Machine Learning Specialization [Course 1, Week 2, Lesson 2]
DeepLearningAI Intermediate 3y ago
#27 Machine Learning Specialization [Course 1, Week 2, Lesson 2]
ML Fundamentals
#27 Machine Learning Specialization [Course 1, Week 2, Lesson 2]
DeepLearningAI Intermediate 3y ago
#26 Machine Learning Specialization [Course 1, Week 2, Lesson 2]
ML Fundamentals
#26 Machine Learning Specialization [Course 1, Week 2, Lesson 2]
DeepLearningAI Intermediate 3y ago
#25 Machine Learning Specialization [Course 1, Week 2, Lesson 2]
ML Fundamentals ⚡ AI Lesson
#25 Machine Learning Specialization [Course 1, Week 2, Lesson 2]
DeepLearningAI Intermediate 3y ago
#24 Machine Learning Specialization [Course 1, Week 2, Lesson 1]
ML Fundamentals
#24 Machine Learning Specialization [Course 1, Week 2, Lesson 1]
DeepLearningAI Intermediate 3y ago
How to Build a Real-World AI Project Portfolio
ML Fundamentals
How to Build a Real-World AI Project Portfolio
DeepLearningAI Intermediate 3y ago
Branching out of the Notebook: ML Application Development with GitHub
ML Fundamentals
Branching out of the Notebook: ML Application Development with GitHub
DeepLearningAI Intermediate 3y ago
Is the premise of data-centric AI flawed?
ML Fundamentals ⚡ AI Lesson
Is the premise of data-centric AI flawed?
Outerbounds Intermediate 3y ago
The 4 main tasks in the production ML lifecycle
ML Fundamentals ⚡ AI Lesson
The 4 main tasks in the production ML lifecycle
Outerbounds Intermediate 3y ago
What even is a 10x ML engineer?
ML Fundamentals ⚡ AI Lesson
What even is a 10x ML engineer?
Outerbounds Intermediate 3y ago
Why data scientists love and hate notebooks: velocity and validation
ML Fundamentals ⚡ AI Lesson
Why data scientists love and hate notebooks: velocity and validation
Outerbounds Intermediate 3y ago
ML engineering vs traditional software engineering: similarities and differences
ML Fundamentals ⚡ AI Lesson
ML engineering vs traditional software engineering: similarities and differences
Outerbounds Intermediate 3y ago
Easily connect your ML models to data lakes using Amazon SageMaker Studio - AWs Online Tech Talk
ML Fundamentals
Easily connect your ML models to data lakes using Amazon SageMaker Studio - AWs Online Tech Talk
AWS Developers Intermediate 3y ago
Smart Manufacturing Episode #3: How Machine Learning and IIoT Improve OEE - AWS Online Tech Talks
ML Fundamentals
Smart Manufacturing Episode #3: How Machine Learning and IIoT Improve OEE - AWS Online Tech Talks
AWS Developers Intermediate 3y ago
Making Sense of Health Data with Amazon HealthLake - AWS Online Tech Talks
ML Fundamentals
Making Sense of Health Data with Amazon HealthLake - AWS Online Tech Talks
AWS Developers Intermediate 3y ago
Multi-Objective Optimisation
ML Fundamentals
Multi-Objective Optimisation
Analytics Vidhya Intermediate 3y ago
Metaflow on Azure
ML Fundamentals ⚡ AI Lesson
Metaflow on Azure
Outerbounds Intermediate 3y ago
Deploy an ML model for best performance, cost, and prediction quality - AWS Online Tech Talks
ML Fundamentals ⚡ AI Lesson
Deploy an ML model for best performance, cost, and prediction quality - AWS Online Tech Talks
AWS Developers Intermediate 3y ago
Beyond Jupyter Notebooks: MLOps Environment Setup & First Deployment
ML Fundamentals
Beyond Jupyter Notebooks: MLOps Environment Setup & First Deployment
DeepLearningAI Intermediate 3y ago
Improve uptime with predictive maintenance for industrial equipment - AWS Online Tech Talks
ML Fundamentals ⚡ AI Lesson
Improve uptime with predictive maintenance for industrial equipment - AWS Online Tech Talks
AWS Developers Intermediate 3y ago
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Modelos predictivos con Machine Learning
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Modelos predictivos con Machine Learning
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