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
deeplearning.ai Learner Community Event ft. Roger Smith
ML Fundamentals
deeplearning.ai Learner Community Event ft. Roger Smith
DeepLearningAI Beginner 5y ago
Ines & Sofie — Building Industrial-Strength NLP Pipelines
ML Fundamentals
Ines & Sofie — Building Industrial-Strength NLP Pipelines
Weights & Biases Beginner 5y ago
Encode categorical features using OneHotEncoder or OrdinalEncoder
ML Fundamentals
Encode categorical features using OneHotEncoder or OrdinalEncoder
Data School Beginner 5y ago
Getting ready to learn Python, Mac edition #4: Install and run Python
ML Fundamentals ⚡ AI Lesson
Getting ready to learn Python, Mac edition #4: Install and run Python
Brandon Rohrer Beginner 5y ago
7.7 Stacking (L07: Ensemble Methods)
ML Fundamentals
7.7 Stacking (L07: Ensemble Methods)
Sebastian Raschka Beginner 5y ago
7.6 Random Forests (L07: Ensemble Methods)
ML Fundamentals
7.6 Random Forests (L07: Ensemble Methods)
Sebastian Raschka Beginner 5y ago
Getting ready to learn Python, Mac edition #3: Creating and editing text files
ML Fundamentals
Getting ready to learn Python, Mac edition #3: Creating and editing text files
Brandon Rohrer Beginner 5y ago
Accelerating Large-Scale Recommenders with NVIDIA Merlin on DGX A100
ML Fundamentals
Accelerating Large-Scale Recommenders with NVIDIA Merlin on DGX A100
NVIDIA Developer Beginner 5y ago
We're hosting a Machine Learning Conference!
ML Fundamentals ⚡ AI Lesson
We're hosting a Machine Learning Conference!
CodeEmporium Beginner 5y ago
Updated Best YouTube Channels To Learn Data Science For Free
ML Fundamentals
Updated Best YouTube Channels To Learn Data Science For Free
Krish Naik Beginner 5y ago
W&B Deep Learning Salon - Richard Craib & Aleksa Milosevic
ML Fundamentals
W&B Deep Learning Salon - Richard Craib & Aleksa Milosevic
Weights & Biases Beginner 5y ago
Class 1: Intro and Key Technological Trends Affecting Financial Services
ML Fundamentals
Class 1: Intro and Key Technological Trends Affecting Financial Services
MIT OpenCourseWare Beginner 5y ago
Class 3: Artificial Intelligence in Finance
ML Fundamentals ⚡ AI Lesson
Class 3: Artificial Intelligence in Finance
MIT OpenCourseWare Beginner 5y ago
Data Science and Spend Data Classification with Susan | 365 Data Use Cases
ML Fundamentals ⚡ AI Lesson
Data Science and Spend Data Classification with Susan | 365 Data Use Cases
365 Data Science Beginner 5y ago
Four reasons to use scikit-learn (not pandas) for ML preprocessing
ML Fundamentals
Four reasons to use scikit-learn (not pandas) for ML preprocessing
Data School Beginner 5y ago
Operationalize Open Source Models with SAS Open Model Manager // Ivan Nardini // MLOps Meetup #39
ML Fundamentals
Operationalize Open Source Models with SAS Open Model Manager // Ivan Nardini // MLOps Meetup #39
MLOps.community Beginner 5y ago
Machine Learning for Sustainable Agriculture
ML Fundamentals ⚡ AI Lesson
Machine Learning for Sustainable Agriculture
The TWIML AI Podcast with Sam Charrington Beginner 5y ago
Inside TensorFlow: Building ML infra
ML Fundamentals ⚡ AI Lesson
Inside TensorFlow: Building ML infra
TensorFlow Beginner 5y ago
Convolution padding and stride | Deep Learning Tutorial 25 (Tensorflow2.0, Keras & Python)
ML Fundamentals
Convolution padding and stride | Deep Learning Tutorial 25 (Tensorflow2.0, Keras & Python)
codebasics Beginner 5y ago
Tutorial 3- Julia Basics-Strings And Numerical Operations, Commenting
ML Fundamentals
Tutorial 3- Julia Basics-Strings And Numerical Operations, Commenting
Krish Naik Beginner 5y ago
Image classification using CNN (CIFAR10 dataset) | Deep Learning Tutorial 24 (Tensorflow & Python)
ML Fundamentals ⚡ AI Lesson
Image classification using CNN (CIFAR10 dataset) | Deep Learning Tutorial 24 (Tensorflow & Python)
codebasics Beginner 5y ago
#TWIMLfest: AI in the Fight Against Climate Change
ML Fundamentals ⚡ AI Lesson
#TWIMLfest: AI in the Fight Against Climate Change
The TWIML AI Podcast with Sam Charrington Beginner 5y ago
TensorFlow Tutorial 10 - Recurrent Neural Nets (RNN & LSTM & GRU)
ML Fundamentals ⚡ AI Lesson
TensorFlow Tutorial 10 - Recurrent Neural Nets (RNN & LSTM & GRU)
Patrick Loeber Beginner 5y ago
7.5 Gradient Boosting (L07: Ensemble Methods)
ML Fundamentals
7.5 Gradient Boosting (L07: Ensemble Methods)
Sebastian Raschka Beginner 5y ago
Richard Craib on seeking alpha and building the last hedge fund at Numerai
ML Fundamentals ⚡ AI Lesson
Richard Craib on seeking alpha and building the last hedge fund at Numerai
Weights & Biases Beginner 5y ago
Class 2: Artificial Intelligence, Machine Learning, and Deep Learning
ML Fundamentals
Class 2: Artificial Intelligence, Machine Learning, and Deep Learning
MIT OpenCourseWare Beginner 5y ago
Tutorial 1- Introduction To Julia Programming  Language For Machine Learning
ML Fundamentals
Tutorial 1- Introduction To Julia Programming Language For Machine Learning
Krish Naik Beginner 5y ago
#TWIMLfest: Fundamentals of Medical Image Processing for Deep Learning
ML Fundamentals ⚡ AI Lesson
#TWIMLfest: Fundamentals of Medical Image Processing for Deep Learning
The TWIML AI Podcast with Sam Charrington Beginner 5y ago
#TWIMLfest: Show & Tell: Art Training: How Artistic Practices Can Adopt Machine Learning
ML Fundamentals ⚡ AI Lesson
#TWIMLfest: Show & Tell: Art Training: How Artistic Practices Can Adopt Machine Learning
The TWIML AI Podcast with Sam Charrington Beginner 5y ago
1. What Makes Healthcare Unique?
ML Fundamentals
1. What Makes Healthcare Unique?
MIT OpenCourseWare Beginner 5y ago
3. Deep Dive Into Clinical Data
ML Fundamentals
3. Deep Dive Into Clinical Data
MIT OpenCourseWare Beginner 5y ago
13. Machine Learning for Mammography
ML Fundamentals
13. Machine Learning for Mammography
MIT OpenCourseWare Beginner 5y ago
21. Automating Clinical Work Flows
ML Fundamentals
21. Automating Clinical Work Flows
MIT OpenCourseWare Beginner 5y ago
19. Disease Progression Modeling and Subtyping, Part 2
ML Fundamentals ⚡ AI Lesson
19. Disease Progression Modeling and Subtyping, Part 2
MIT OpenCourseWare Beginner 5y ago
14. Causal Inference, Part 1
ML Fundamentals
14. Causal Inference, Part 1
MIT OpenCourseWare Beginner 5y ago
20. Precision Medicine
ML Fundamentals
20. Precision Medicine
MIT OpenCourseWare Beginner 5y ago
8. Natural Language Processing (NLP), Part 2
ML Fundamentals
8. Natural Language Processing (NLP), Part 2
MIT OpenCourseWare Beginner 5y ago
25. Interpretability
ML Fundamentals
25. Interpretability
MIT OpenCourseWare Beginner 5y ago
23. Fairness
ML Fundamentals
23. Fairness
MIT OpenCourseWare Beginner 5y ago
15. Causal Inference, Part 2
ML Fundamentals
15. Causal Inference, Part 2
MIT OpenCourseWare Beginner 5y ago
2. Overview of Clinical Care
ML Fundamentals ⚡ AI Lesson
2. Overview of Clinical Care
MIT OpenCourseWare Beginner 5y ago
7. Natural Language Processing (NLP), Part 1
ML Fundamentals
7. Natural Language Processing (NLP), Part 1
MIT OpenCourseWare Beginner 5y ago
12. Machine Learning for Pathology
ML Fundamentals
12. Machine Learning for Pathology
MIT OpenCourseWare Beginner 5y ago
11. Differential Diagnosis
ML Fundamentals
11. Differential Diagnosis
MIT OpenCourseWare Beginner 5y ago
16. Reinforcement Learning, Part 1
ML Fundamentals
16. Reinforcement Learning, Part 1
MIT OpenCourseWare Beginner 5y ago
9. Translating Technology Into the Clinic
ML Fundamentals
9. Translating Technology Into the Clinic
MIT OpenCourseWare Beginner 5y ago
4. Risk Stratification, Part 1
ML Fundamentals
4. Risk Stratification, Part 1
MIT OpenCourseWare Beginner 5y ago
6. Physiological Time-Series
ML Fundamentals
6. Physiological Time-Series
MIT OpenCourseWare Beginner 5y ago
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Build Regression, Classification, and Clustering Models
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Build Regression, Classification, and Clustering Models
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Predicting Extreme Climate Behavior with Machine Learning
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Predicting Extreme Climate Behavior with Machine Learning
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Algebra: Elementary to Advanced - Equations & Inequalities
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Algebra: Elementary to Advanced - Equations & Inequalities
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