Foundations

ML Fundamentals

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

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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
Understanding AI Workflows: From Concept to Production
ML Fundamentals โšก AI Lesson
Understanding AI Workflows: From Concept to Production
NVIDIA Developer Beginner 1y ago
Spotting Underfitting ๐Ÿ” - Simple Detection in ML ๐Ÿ“‰ - Topic 165 #ai #ml
ML Fundamentals โšก AI Lesson
Spotting Underfitting ๐Ÿ” - Simple Detection in ML ๐Ÿ“‰ - Topic 165 #ai #ml
deeplizard Beginner 1y ago
Course outline: "Master Machine Learning with scikit-learn"
ML Fundamentals โšก AI Lesson
Course outline: "Master Machine Learning with scikit-learn"
DataSchool Beginner 1y ago
Data Analyst/Data Science vs Data Engineer!
ML Fundamentals โšก AI Lesson
Data Analyst/Data Science vs Data Engineer!
codebasics Intermediate 1y ago
Jason Lucas - Advancing Low-Resource Multilingual Approaches in the Era of AI
ML Fundamentals
Jason Lucas - Advancing Low-Resource Multilingual Approaches in the Era of AI
Cohere Beginner 1y ago
Learn to deploy AI models on edge devices like smartphones
ML Fundamentals
Learn to deploy AI models on edge devices like smartphones
DeepLearningAI Beginner 1y ago
Leading consultant on how machine learning works and how to successfully operationalize it
ML Fundamentals
Leading consultant on how machine learning works and how to successfully operationalize it
Talks at Google Beginner 1y ago
Model CI/CD Course: Hosting a Webhook server
ML Fundamentals โšก AI Lesson
Model CI/CD Course: Hosting a Webhook server
Weights & Biases Beginner 1y ago
Continuous Deployment with Weights & Biases Automations
ML Fundamentals โšก AI Lesson
Continuous Deployment with Weights & Biases Automations
Weights & Biases Advanced 1y ago
Regularization: Overfitting Antidote #4 ๐Ÿ’Š - Intro to Techniques ๐Ÿงช - Topic 164 #ai #ml
ML Fundamentals โšก AI Lesson
Regularization: Overfitting Antidote #4 ๐Ÿ’Š - Intro to Techniques ๐Ÿงช - Topic 164 #ai #ml
deeplizard Beginner 1y ago
Course overview: "Master Machine Learning with scikit-learn"
ML Fundamentals โšก AI Lesson
Course overview: "Master Machine Learning with scikit-learn"
DataSchool Beginner 1y ago
Gaining in-demand skills from industry leaders makes you a more attractive candidate for tech roles.
ML Fundamentals
Gaining in-demand skills from industry leaders makes you a more attractive candidate for tech roles.
Coursera Beginner 1y ago
Linear Algebra Course โ€“ Mathematics for Machine Learning and Generative AI
ML Fundamentals โšก AI Lesson
Linear Algebra Course โ€“ Mathematics for Machine Learning and Generative AI
freeCodeCamp.org Beginner 1y ago
Informer: Time series Transformer - EXPLAINED!
ML Fundamentals โšก AI Lesson
Informer: Time series Transformer - EXPLAINED!
CodeEmporium Beginner 1y ago
How to use AI ๐Ÿง‘โ€๐Ÿ’ปto get your Dream Job ๐Ÿ’ธ| Artificial Intelligence | Software Developer Jobs | GFG
ML Fundamentals
How to use AI ๐Ÿง‘โ€๐Ÿ’ปto get your Dream Job ๐Ÿ’ธ| Artificial Intelligence | Software Developer Jobs | GFG
GeeksforGeeks Beginner 1y ago
Multilayer Perceptron (MLP) Neural Networks: Introduction and Implementation
ML Fundamentals โšก AI Lesson
Multilayer Perceptron (MLP) Neural Networks: Introduction and Implementation
AI Researcher Beginner 1y ago
CEO Jeff Maggioncalda has a unique view of whatโ€™s happening around the world.
ML Fundamentals
CEO Jeff Maggioncalda has a unique view of whatโ€™s happening around the world.
Coursera Beginner 1y ago
League of Legends Win Prediction - Python Machine Learning
ML Fundamentals โšก AI Lesson
League of Legends Win Prediction - Python Machine Learning
NeuralNine Beginner 1y ago
Vertex AI and AutoML
ML Fundamentals
Vertex AI and AutoML
Google Cloud Beginner 1y ago
Tensor Processing Units (TPUs)
ML Fundamentals
Tensor Processing Units (TPUs)
Google Cloud Beginner 1y ago
How Iโ€™d learn Machine Learning & AI in 2024 (if I could start over) -- 7-step Roadmap
ML Fundamentals
How Iโ€™d learn Machine Learning & AI in 2024 (if I could start over) -- 7-step Roadmap
Infinite Codes Beginner 1y ago
Types Of Machine Learning Algorithms | Explained On Real World Examples | ML For Beginners
ML Fundamentals
Types Of Machine Learning Algorithms | Explained On Real World Examples | ML For Beginners
AI For Beginners Beginner 1y ago
Machine Learning Fails: Are You Making These Mistakes?
ML Fundamentals
Machine Learning Fails: Are You Making These Mistakes?
Data Science Dojo Intermediate 1y ago
The responsible use of generative AI in academic information security research
ML Fundamentals โšก AI Lesson
The responsible use of generative AI in academic information security research
SANS Institute Advanced 1y ago
How to run PyTorch, TensorFlow, and JAX on your Mac (Apple Silicon)
ML Fundamentals
How to run PyTorch, TensorFlow, and JAX on your Mac (Apple Silicon)
Underfitted Intermediate 1y ago
Accelerate model deployment with Qualcomm AI Hub | BRKFP290
ML Fundamentals
Accelerate model deployment with Qualcomm AI Hub | BRKFP290
Microsoft Developer Beginner 1y ago
Simple steps to start machine learning!
ML Fundamentals
Simple steps to start machine learning!
Sajjaad Khader Beginner 1y ago
In the vector space of all advice...
ML Fundamentals
In the vector space of all advice...
3Blue1Brown Intermediate 1y ago
Rethinking Retraining: Cost-Effective AI Solutions // Patrick Beukema // MLOps podcast #225 clip
ML Fundamentals โšก AI Lesson
Rethinking Retraining: Cost-Effective AI Solutions // Patrick Beukema // MLOps podcast #225 clip
MLOps.community Advanced 1y ago
scikit-learn vs Deep Learning
ML Fundamentals
scikit-learn vs Deep Learning
Data School Beginner 1y ago
Cohere for AI - Roads to Research: A Panel Conversation on Research Question Ideation
ML Fundamentals โšก AI Lesson
Cohere for AI - Roads to Research: A Panel Conversation on Research Question Ideation
Cohere Intermediate 1y ago
AI vs. ML vs. DL vs. DS - Difference Explained | On Real World Examples | AI For Beginners
ML Fundamentals
AI vs. ML vs. DL vs. DS - Difference Explained | On Real World Examples | AI For Beginners
AI For Beginners Beginner 1y ago
New course with Qualcomm: Introduction to On-Device AI
ML Fundamentals
New course with Qualcomm: Introduction to On-Device AI
DeepLearningAI Beginner 1y ago
Oxford MBA virtual information session Africa
ML Fundamentals
Oxford MBA virtual information session Africa
Saรฏd Business School, University of Oxford Beginner 1y ago
Reduce Overfitting ๐Ÿ”ฌ Approach #3 ๐Ÿ“š - Model Adjustments ๐Ÿ› ๏ธ - Topic 163 #ai #ml
ML Fundamentals โšก AI Lesson
Reduce Overfitting ๐Ÿ”ฌ Approach #3 ๐Ÿ“š - Model Adjustments ๐Ÿ› ๏ธ - Topic 163 #ai #ml
deeplizard Beginner 1y ago
Introduction to model ensembling
ML Fundamentals โšก AI Lesson
Introduction to model ensembling
DataSchool Beginner 1y ago
Less Complexity, Less Overfitting ๐Ÿ“‰ - Simple Models for Starters ๐ŸŒŸ - Topic 162 #ai #ml
ML Fundamentals โšก AI Lesson
Less Complexity, Less Overfitting ๐Ÿ“‰ - Simple Models for Starters ๐ŸŒŸ - Topic 162 #ai #ml
deeplizard Beginner 1y ago
Desk Break Pause Squats for Functional Bodies with Mandy ๐Ÿ‹๏ธโ€โ™€๏ธ
ML Fundamentals โšก AI Lesson
Desk Break Pause Squats for Functional Bodies with Mandy ๐Ÿ‹๏ธโ€โ™€๏ธ
deeplizard Beginner 1y ago
Human x Machine: From Models to Products
ML Fundamentals
Human x Machine: From Models to Products
Weights & Biases Intermediate 1y ago
The Coursera effect #newcareer #careertok #jobtok #jobtips
ML Fundamentals
The Coursera effect #newcareer #careertok #jobtok #jobtips
Coursera Beginner 1y ago
How Mercari is using Gen AI to define the future of Japanese C2C e-commerce
ML Fundamentals
How Mercari is using Gen AI to define the future of Japanese C2C e-commerce
Weights & Biases Beginner 1y ago
Reduce Overfitting ๐Ÿ•ต๏ธโ€โ™‚๏ธ Approach #2 ๐ŸŽจ - Data Augmentation 101 ๐Ÿ”ข - Topic 161 #ai #ml
ML Fundamentals โšก AI Lesson
Reduce Overfitting ๐Ÿ•ต๏ธโ€โ™‚๏ธ Approach #2 ๐ŸŽจ - Data Augmentation 101 ๐Ÿ”ข - Topic 161 #ai #ml
deeplizard Beginner 1y ago
Should I shuffle samples with cross-validation?
ML Fundamentals โšก AI Lesson
Should I shuffle samples with cross-validation?
DataSchool Beginner 1y ago
Reduce Overfitting ๐Ÿ‘€ Approach #1.5 ๐Ÿงฉ Diverse Data - Topic 160 #ai #ml
ML Fundamentals โšก AI Lesson
Reduce Overfitting ๐Ÿ‘€ Approach #1.5 ๐Ÿงฉ Diverse Data - Topic 160 #ai #ml
deeplizard Beginner 1y ago
Cost-sensitive learning in scikit-learn
ML Fundamentals โšก AI Lesson
Cost-sensitive learning in scikit-learn
DataSchool Beginner 1y ago
Which of these seven high-paying fields are you interested in?
ML Fundamentals
Which of these seven high-paying fields are you interested in?
Coursera Beginner 1y ago
Reduce Overfitting ๐Ÿ” Approach #1 โž• - Simple Solutions 101 ๐Ÿ”„ - Topic 159 #ai #ml
ML Fundamentals โšก AI Lesson
Reduce Overfitting ๐Ÿ” Approach #1 โž• - Simple Solutions 101 ๐Ÿ”„ - Topic 159 #ai #ml
deeplizard Beginner 1y ago
Spotting Overfitting in Metrics ๐Ÿ”Ž - Intro to Overfitting ๐Ÿ’ก - Topic 158 #ai #ml
ML Fundamentals โšก AI Lesson
Spotting Overfitting in Metrics ๐Ÿ”Ž - Intro to Overfitting ๐Ÿ’ก - Topic 158 #ai #ml
deeplizard Beginner 1y ago
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GenAI for Risk Managers: Advanced Risk Analysis Techniques
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Self-paced
GenAI for Risk Managers: Advanced Risk Analysis Techniques
Opens on Coursera โ†—
AI For Medical Treatment
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Self-paced
AI For Medical Treatment
Opens on Coursera โ†—
Optimizing AI Workflows and Deploying Edge Models
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Self-paced
Optimizing AI Workflows and Deploying Edge Models
Opens on Coursera โ†—
Advanced AI Techniques for the Supply Chain
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Self-paced
Advanced AI Techniques for the Supply Chain
Opens on Coursera โ†—
Applied Machine Learning in Python
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Applied Machine Learning in Python
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Curso Completo de Deep Learning
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Curso Completo de Deep Learning
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