Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent — 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
Quickly prepare data for ML using Amazon SageMaker Data Wrangler - AWS Virtual Workshop
ML Fundamentals ⚡ AI Lesson
Quickly prepare data for ML using Amazon SageMaker Data Wrangler - AWS Virtual Workshop
AWS Developers Intermediate 3y ago
How To Deploy Machine Learning Models Using Docker And Github Action In Heroku
ML Fundamentals
How To Deploy Machine Learning Models Using Docker And Github Action In Heroku
Krish Naik Intermediate 3y ago
Learn how to deploy Containerized applications in a hybrid cloud environment - AWS Online Tech Talks
ML Fundamentals
Learn how to deploy Containerized applications in a hybrid cloud environment - AWS Online Tech Talks
AWS Developers Intermediate 3y ago
Microsoft is Accelerating the Future of Aerial Autonomy
ML Fundamentals
Microsoft is Accelerating the Future of Aerial Autonomy
Microsoft Research Intermediate 3y ago
Conditional Ordinal Regression for Neural Networks (CORN) With Examples in PyTorch
ML Fundamentals
Conditional Ordinal Regression for Neural Networks (CORN) With Examples in PyTorch
Sebastian Raschka Intermediate 3y ago
Can We Have Multiple Constructors In Python?
ML Fundamentals
Can We Have Multiple Constructors In Python?
Krish Naik Intermediate 3y ago
How to lie using visual proofs
ML Fundamentals
How to lie using visual proofs
3Blue1Brown Intermediate 3y ago
Lecture 19: Differentiation Rules, Rolle's Theorem, and the Mean Value Theorem
ML Fundamentals ⚡ AI Lesson
Lecture 19: Differentiation Rules, Rolle's Theorem, and the Mean Value Theorem
MIT OpenCourseWare Intermediate 3y ago
Lecture 16: The Min/Max Theorem and Bolzano's Intermediate Value Theorem
ML Fundamentals
Lecture 16: The Min/Max Theorem and Bolzano's Intermediate Value Theorem
MIT OpenCourseWare Intermediate 3y ago
Making MLFlow // Lead MLFlow Maintainer Corey Zumar // MLOps Coffee Sessions #103
ML Fundamentals
Making MLFlow // Lead MLFlow Maintainer Corey Zumar // MLOps Coffee Sessions #103
MLOps.community Intermediate 3y ago
Building a Movie Recommendation System on Tecton with Snowflake // David Hershey //MLOps Meetup #102
ML Fundamentals
Building a Movie Recommendation System on Tecton with Snowflake // David Hershey //MLOps Meetup #102
MLOps.community Intermediate 3y ago
#90 How Data Science is Transforming the Healthcare Industry (with Curren Katz)
ML Fundamentals
#90 How Data Science is Transforming the Healthcare Industry (with Curren Katz)
DataCamp Intermediate 3y ago
Democratic Machine Learning With Voting Classifiers
ML Fundamentals ⚡ AI Lesson
Democratic Machine Learning With Voting Classifiers
NeuralNine Intermediate 3y ago
Build a Machine Learning App From Scratch with Flask & Docker
ML Fundamentals ⚡ AI Lesson
Build a Machine Learning App From Scratch with Flask & Docker
Patrick Loeber Intermediate 4y ago
Johannes Otterbach — Unlocking ML for Traditional Companies
ML Fundamentals
Johannes Otterbach — Unlocking ML for Traditional Companies
Weights & Biases Intermediate 4y ago
Self-Driving Car with JavaScript Course – Neural Networks and Machine Learning
ML Fundamentals ⚡ AI Lesson
Self-Driving Car with JavaScript Course – Neural Networks and Machine Learning
freeCodeCamp.org Intermediate 4y ago
Transfer learning in JavaScript with TensorFlow.js
ML Fundamentals ⚡ AI Lesson
Transfer learning in JavaScript with TensorFlow.js
TensorFlow Intermediate 4y ago
Product fairness testing for Machine Learning developers
ML Fundamentals ⚡ AI Lesson
Product fairness testing for Machine Learning developers
TensorFlow Intermediate 4y ago
Technology in Education: How is GITAM using Coursera for Campus?
ML Fundamentals
Technology in Education: How is GITAM using Coursera for Campus?
Coursera Intermediate 4y ago
Climbing up the slope of enlightenment in AI and ML
ML Fundamentals
Climbing up the slope of enlightenment in AI and ML
Google for Developers Intermediate 4y ago
#11 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 3]
ML Fundamentals
#11 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 3]
DeepLearningAI Intermediate 4y ago
#12 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 4]
ML Fundamentals
#12 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 4]
DeepLearningAI Intermediate 4y ago
Explain your ML models with Amazon SageMaker Clarify - AWS Online Tech Talks
ML Fundamentals
Explain your ML models with Amazon SageMaker Clarify - AWS Online Tech Talks
AWS Developers Intermediate 3y ago
Announcing Job Guaranteed Full Stack Javascript Web Developer @HiteshCodeLab |July 10th
ML Fundamentals
Announcing Job Guaranteed Full Stack Javascript Web Developer @HiteshCodeLab |July 10th
Krish Naik Intermediate 3y ago
Distributed ML training with PyTorch and Amazon SageMaker - AWS Virtual Workshop
ML Fundamentals
Distributed ML training with PyTorch and Amazon SageMaker - AWS Virtual Workshop
AWS Developers Intermediate 3y ago
Lecture 22: Fundamental Theorem of Calculus, Integration by Parts, and Change of Variable Formula
ML Fundamentals
Lecture 22: Fundamental Theorem of Calculus, Integration by Parts, and Change of Variable Formula
MIT OpenCourseWare Intermediate 3y ago
Practical applications of intelligent document processing in lending and insurance claims processing
ML Fundamentals ⚡ AI Lesson
Practical applications of intelligent document processing in lending and insurance claims processing
AWS Developers Intermediate 3y ago
Lecture 6: Photometric Stereo, Noise Gain, Error Amplification, Eigenvalues and Eigenvectors Review
ML Fundamentals
Lecture 6: Photometric Stereo, Noise Gain, Error Amplification, Eigenvalues and Eigenvectors Review
MIT OpenCourseWare Intermediate 3y ago
Announcing Data Science, ML,DL,AI Videos In Hindi @krishnaikhindi
ML Fundamentals
Announcing Data Science, ML,DL,AI Videos In Hindi @krishnaikhindi
Krish Naik Intermediate 3y ago
Faster Data Preparation for Machine Learning with Data Wrangler - AWS Online Tech Talks
ML Fundamentals
Faster Data Preparation for Machine Learning with Data Wrangler - AWS Online Tech Talks
AWS Developers Intermediate 3y ago
SageMaker Friday episode 3- Train large deep learning models with hundreds of billions of parameters
ML Fundamentals ⚡ AI Lesson
SageMaker Friday episode 3- Train large deep learning models with hundreds of billions of parameters
AWS Developers Intermediate 3y ago
Deep Learning on AWS made simple - AWS Online Tech Talks
ML Fundamentals ⚡ AI Lesson
Deep Learning on AWS made simple - AWS Online Tech Talks
AWS Developers Intermediate 3y ago
Building a data perimeter in AWS - AWS Online Tech Talks
ML Fundamentals ⚡ AI Lesson
Building a data perimeter in AWS - AWS Online Tech Talks
AWS Developers Intermediate 3y ago
SageMaker Friday episode 2 - Low Code Machine Learning - AWS Online Tech Talks
ML Fundamentals
SageMaker Friday episode 2 - Low Code Machine Learning - AWS Online Tech Talks
AWS Developers Intermediate 4y ago
3 Reasons Why Elon Musk Bought Twitter
ML Fundamentals
3 Reasons Why Elon Musk Bought Twitter
Krish Naik Intermediate 4y ago
Importance Of POC Projects For Data Science Transition
ML Fundamentals
Importance Of POC Projects For Data Science Transition
Krish Naik Intermediate 4y ago
Best practices for protecting sensitive data in AWS with Amazon Macie - AWS Online Tech Talks
ML Fundamentals
Best practices for protecting sensitive data in AWS with Amazon Macie - AWS Online Tech Talks
AWS Developers Intermediate 4y ago
Improve your operations with computer vision at the edge, with AWS Panorama - AWS Online Tech Talks
ML Fundamentals
Improve your operations with computer vision at the edge, with AWS Panorama - AWS Online Tech Talks
AWS Developers Intermediate 4y ago
#14 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 6]
ML Fundamentals
#14 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 6]
DeepLearningAI Intermediate 4y ago
#15 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 7]
ML Fundamentals ⚡ AI Lesson
#15 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 7]
DeepLearningAI Intermediate 4y ago
#16 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 8]
ML Fundamentals
#16 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 8]
DeepLearningAI Intermediate 4y ago
#17 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 9]
ML Fundamentals
#17 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 9]
DeepLearningAI Intermediate 4y ago
#18 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 10]
ML Fundamentals ⚡ AI Lesson
#18 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 10]
DeepLearningAI Intermediate 4y ago
#19 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 11]
ML Fundamentals
#19 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 11]
DeepLearningAI Intermediate 4y ago
#21 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 13]
ML Fundamentals
#21 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 13]
DeepLearningAI Intermediate 4y ago
#20 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 12]
ML Fundamentals
#20 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 12]
DeepLearningAI Intermediate 4y ago
#22 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 14]
ML Fundamentals
#22 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 14]
DeepLearningAI Intermediate 4y ago
#23 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 15]
ML Fundamentals ⚡ AI Lesson
#23 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 15]
DeepLearningAI Intermediate 4y ago
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Responsible AI: Applying AI Principles with Google Cloud - Deutsch
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KALKÜLÜS III: UYGULAMALAR / CALCULUS III: APPLICATIONS
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