Foundations

ML Fundamentals

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

10577
lessons
Skills in this topic
View full skill map →
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
Day 2- Live Deep Learning Community Sessions Announcement
ML Fundamentals
Day 2- Live Deep Learning Community Sessions Announcement
Krish Naik Beginner 3y ago
Day 1- Live  Deep Learning Community Session
ML Fundamentals
Day 1- Live Deep Learning Community Session
Krish Naik Beginner 3y ago
Deep Learning with PyTorch - Course Reflection
ML Fundamentals
Deep Learning with PyTorch - Course Reflection
deeplizard Beginner 3y ago
FastAPI for Machine Learning // Sebastián Ramírez // MLOps Coffee Sessions #96
ML Fundamentals
FastAPI for Machine Learning // Sebastián Ramírez // MLOps Coffee Sessions #96
MLOps.community Beginner 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 3y ago
Build a Comment Toxicity Model with Deep Learning and Python
ML Fundamentals
Build a Comment Toxicity Model with Deep Learning and Python
Nicholas Renotte Beginner 3y 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 3y ago
Max Pooling vs No Max Pooling - Deep Learning Course
ML Fundamentals
Max Pooling vs No Max Pooling - Deep Learning Course
deeplizard Beginner 3y ago
Build a Deep CNN Image Classifier with ANY Images
ML Fundamentals
Build a Deep CNN Image Classifier with ANY Images
Nicholas Renotte Beginner 3y ago
The StatQuest Introduction to PyTorch
ML Fundamentals
The StatQuest Introduction to PyTorch
StatQuest with Josh Starmer Beginner 3y ago
I built the same model with TensorFlow and PyTorch | Which Framework is better?
ML Fundamentals
I built the same model with TensorFlow and PyTorch | Which Framework is better?
Patrick Loeber Beginner 3y ago
A. I. Learns to Play Starcraft 2 (Reinforcement Learning)
ML Fundamentals
A. I. Learns to Play Starcraft 2 (Reinforcement Learning)
sentdex Beginner 3y 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 3y ago
Principles behind neural networks and one hot encoding
ML Fundamentals
Principles behind neural networks and one hot encoding
Google for Developers Beginner 3y ago
Mircea Neagovici — Robotic Process Automation (RPA) and ML
ML Fundamentals
Mircea Neagovici — Robotic Process Automation (RPA) and ML
Weights & Biases Beginner 3y ago
Every Python Project I've Ever Made...
ML Fundamentals
Every Python Project I've Ever Made...
Tech With Tim Beginner 3y 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 3y 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 3y ago
5 Days Live Deep Learning Community Session Announcement
ML Fundamentals
5 Days Live Deep Learning Community Session Announcement
Krish Naik Beginner 3y ago
3 Reasons Why Elon Musk Bought Twitter
ML Fundamentals
3 Reasons Why Elon Musk Bought Twitter
Krish Naik Intermediate 3y ago
Importance Of POC Projects For Data Science Transition
ML Fundamentals
Importance Of POC Projects For Data Science Transition
Krish Naik Intermediate 3y 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 3y ago
Monte Carlo DropOut Layers In  Deep Learning
ML Fundamentals
Monte Carlo DropOut Layers In Deep Learning
Krish Naik Beginner 3y ago
Machine Learning Projects CheckList
ML Fundamentals
Machine Learning Projects CheckList
Krish Naik Beginner 3y ago
#13 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 5]
ML Fundamentals
#13 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 5]
DeepLearningAI Beginner 3y 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 3y ago
#15 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 7]
ML Fundamentals
#15 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 7]
DeepLearningAI Intermediate 3y 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 3y 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 3y ago
#18 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 10]
ML Fundamentals
#18 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 10]
DeepLearningAI Intermediate 3y 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 3y 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 3y 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 3y 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 3y ago
#23 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 15]
ML Fundamentals
#23 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 15]
DeepLearningAI Intermediate 3y ago
#24 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 16]
ML Fundamentals
#24 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 16]
DeepLearningAI Intermediate 3y ago
#25 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 1]
ML Fundamentals
#25 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 1]
DeepLearningAI Intermediate 3y ago
#26 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3 Lesson 2]
ML Fundamentals
#26 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3 Lesson 2]
DeepLearningAI Intermediate 3y ago
#27 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 3]
ML Fundamentals
#27 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 3]
DeepLearningAI Intermediate 3y ago
#28 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 4]
ML Fundamentals
#28 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 4]
DeepLearningAI Intermediate 3y ago
#29 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 5]
ML Fundamentals
#29 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 5]
DeepLearningAI Intermediate 3y ago
#30 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 6]
ML Fundamentals
#30 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 6]
DeepLearningAI Intermediate 3y ago
#31 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 7]
ML Fundamentals
#31 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 7]
DeepLearningAI Intermediate 3y ago
#32 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 8]
ML Fundamentals
#32 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 8]
DeepLearningAI Intermediate 3y ago
#33 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 9]
ML Fundamentals
#33 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 9]
DeepLearningAI Intermediate 3y ago
#34 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 10]
ML Fundamentals
#34 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 10]
DeepLearningAI Intermediate 3y ago
#35 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 11]
ML Fundamentals
#35 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 11]
DeepLearningAI Intermediate 3y ago
#36 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 12]
ML Fundamentals
#36 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 12]
DeepLearningAI Beginner 3y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Working with Notebooks in Vertex AI
📚 Coursera Course ↗
Self-paced
Working with Notebooks in Vertex AI
Opens on Coursera ↗
Cervical Cancer Risk Prediction Using Machine Learning
📚 Coursera Course ↗
Self-paced
Cervical Cancer Risk Prediction Using Machine Learning
Opens on Coursera ↗
Cluster Analysis and Unsupervised Machine Learning in Python
📚 Coursera Course ↗
Self-paced
Cluster Analysis and Unsupervised Machine Learning in Python
Opens on Coursera ↗
Evaluate Vision Errors: Identify Failure Patterns
📚 Coursera Course ↗
Self-paced
Evaluate Vision Errors: Identify Failure Patterns
Opens on Coursera ↗
Orchestrate ML Workflows with Vertex AI Pipelines
📚 Coursera Course ↗
Self-paced
Orchestrate ML Workflows with Vertex AI Pipelines
Opens on Coursera ↗
Calculus through Data & Modeling: Limits & Derivatives
📚 Coursera Course ↗
Self-paced
Calculus through Data & Modeling: Limits & Derivatives
Opens on Coursera ↗