Foundations

ML Fundamentals

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

12,199
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
A Repulsion Simulation! But Why? ๐Ÿฐ
ML Fundamentals
A Repulsion Simulation! But Why? ๐Ÿฐ
Two Minute Papers Beginner 4y ago
How the Tech giants are using our data for their business | Amazon |Google | Entri
ML Fundamentals โšก AI Lesson
How the Tech giants are using our data for their business | Amazon |Google | Entri
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 4y ago
Python Pong AI Tutorial - Using NEAT
ML Fundamentals
Python Pong AI Tutorial - Using NEAT
Tech With Tim Beginner 4y ago
Mitigating Risks in Cloud Native Applications
ML Fundamentals
Mitigating Risks in Cloud Native Applications
The New Stack Beginner 4y ago
Gradient Clipping for Neural Networks | Deep Learning Fundamentals
ML Fundamentals
Gradient Clipping for Neural Networks | Deep Learning Fundamentals
AssemblyAI Beginner 4y ago
Machine Learning - Deep Learning Dictionary
ML Fundamentals โšก AI Lesson
Machine Learning - Deep Learning Dictionary
deeplizard Beginner 4y ago
Map Your Success - in conversation with Kathryn Bishop
ML Fundamentals
Map Your Success - in conversation with Kathryn Bishop
Saรฏd Business School, University of Oxford Beginner 4y ago
Ratings and Rankings -- Using Deep Learning When Class Labels Have A Natural Order
ML Fundamentals
Ratings and Rankings -- Using Deep Learning When Class Labels Have A Natural Order
Sebastian Raschka Beginner 4y ago
All about AI Accelerators: GPU, TPU, Dataflow, Near-Memory, Optical, Neuromorphic & more (w/ Author)
ML Fundamentals โšก AI Lesson
All about AI Accelerators: GPU, TPU, Dataflow, Near-Memory, Optical, Neuromorphic & more (w/ Author)
Yannic Kilcher Beginner 4y ago
W&B Fastbook Reading Group โ€” Fastai Documentation Sprint w/ Zach Mueller
ML Fundamentals โšก AI Lesson
W&B Fastbook Reading Group โ€” Fastai Documentation Sprint w/ Zach Mueller
Weights & Biases Beginner 4y ago
Tracking Elephant Clusters
ML Fundamentals โšก AI Lesson
Tracking Elephant Clusters
Data Skeptic Beginner 4y ago
NLP with TF Keras and HF Transformers with Merve Noyan
ML Fundamentals โšก AI Lesson
NLP with TF Keras and HF Transformers with Merve Noyan
Weights & Biases Beginner 4y ago
How to transition into a career in ML/AI
ML Fundamentals โšก AI Lesson
How to transition into a career in ML/AI
DeepLearningAI Beginner 4y ago
Skills Required for a DATA Analyst. | Python , JavaScript, NodeJS etc.
ML Fundamentals
Skills Required for a DATA Analyst. | Python , JavaScript, NodeJS etc.
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 4y ago
9 Google Search Tips for Machine Learning
ML Fundamentals
9 Google Search Tips for Machine Learning
Automata Learning Lab Beginner 4y ago
Neural Networks Summary: All hyperparameters
ML Fundamentals
Neural Networks Summary: All hyperparameters
AssemblyAI Beginner 4y ago
Decision Trees are more powerful than you think
ML Fundamentals โšก AI Lesson
Decision Trees are more powerful than you think
CodeEmporium Beginner 4y ago
Narrow AI vs. AGI - Deep Learning Dictionary
ML Fundamentals โšก AI Lesson
Narrow AI vs. AGI - Deep Learning Dictionary
deeplizard Beginner 4y ago
Announcing Next Community Session 7 Days Live Session From 17th Feb
ML Fundamentals
Announcing Next Community Session 7 Days Live Session From 17th Feb
Krish Naik Beginner 4y ago
The COOLEST Deep Learning Machine - The Comino Grando RM V2 Short
ML Fundamentals โšก AI Lesson
The COOLEST Deep Learning Machine - The Comino Grando RM V2 Short
sentdex Beginner 4y ago
Announcing Kids Tech Oneneuron Platform- Now Kids Can Learn Amazing Tech
ML Fundamentals
Announcing Kids Tech Oneneuron Platform- Now Kids Can Learn Amazing Tech
Krish Naik Beginner 4y ago
Research talk: Leveraging uncertainty in machine learning to bridge computation and experimentation
ML Fundamentals
Research talk: Leveraging uncertainty in machine learning to bridge computation and experimentation
Microsoft Research Beginner 4y ago
Tutorial: Accelerating research with the InnerEye medical imaging toolbox and Azure machine learning
ML Fundamentals
Tutorial: Accelerating research with the InnerEye medical imaging toolbox and Azure machine learning
Microsoft Research Beginner 4y ago
Tweaking Custom Environment Rewards - Reinforcement Learning with Stable Baselines 3 (P.4)
ML Fundamentals โšก AI Lesson
Tweaking Custom Environment Rewards - Reinforcement Learning with Stable Baselines 3 (P.4)
sentdex Beginner 4y ago
Roundtable on Global Political Risks & Threats | O.P. Jindal Global University
ML Fundamentals
Roundtable on Global Political Risks & Threats | O.P. Jindal Global University
Coursera Beginner 4y ago
Solving Wordle using information theory
ML Fundamentals
Solving Wordle using information theory
3Blue1Brown Beginner 4y ago
Unsupervised Brain Models - How does Deep Learning inform Neuroscience? (w/ Patrick Mineault)
ML Fundamentals
Unsupervised Brain Models - How does Deep Learning inform Neuroscience? (w/ Patrick Mineault)
Yannic Kilcher Beginner 4y ago
Research talk: AI in medical imaging: Whatโ€™s next?
ML Fundamentals
Research talk: AI in medical imaging: Whatโ€™s next?
Microsoft Research Beginner 4y ago
Research talk: Decrypting the secret of gene regulation with AI
ML Fundamentals โšก AI Lesson
Research talk: Decrypting the secret of gene regulation with AI
Microsoft Research Beginner 4y ago
Closing remarks: Empowering software developers and mathematicians with next-generation AI
ML Fundamentals
Closing remarks: Empowering software developers and mathematicians with next-generation AI
Microsoft Research Beginner 4y ago
Opening remarks: Empowering software developers and mathematicians with next-generation AI
ML Fundamentals
Opening remarks: Empowering software developers and mathematicians with next-generation AI
Microsoft Research Beginner 4y ago
Closing remarks: Causal Machine Learning
ML Fundamentals
Closing remarks: Causal Machine Learning
Microsoft Research Beginner 4y ago
Research talk: Causal ML and fairness
ML Fundamentals โšก AI Lesson
Research talk: Causal ML and fairness
Microsoft Research Beginner 4y ago
Research talk: Can causal learning improve the privacy of ML models?
ML Fundamentals
Research talk: Can causal learning improve the privacy of ML models?
Microsoft Research Beginner 4y ago
Research talk: Causal ML and business
ML Fundamentals โšก AI Lesson
Research talk: Causal ML and business
Microsoft Research Beginner 4y ago
Research talk: Challenges and opportunities in causal machine learning
ML Fundamentals
Research talk: Challenges and opportunities in causal machine learning
Microsoft Research Beginner 4y ago
Research talk: Privacy in machine learning research at Microsoft
ML Fundamentals
Research talk: Privacy in machine learning research at Microsoft
Microsoft Research Beginner 4y ago
Closing remarks: Responsible AI
ML Fundamentals
Closing remarks: Responsible AI
Microsoft Research Beginner 4y ago
Opening remarks: Responsible AI
ML Fundamentals
Opening remarks: Responsible AI
Microsoft Research Beginner 4y ago
Closing remarks: Deep Learning and Large Scale AI
ML Fundamentals
Closing remarks: Deep Learning and Large Scale AI
Microsoft Research Beginner 4y ago
Opening remarks: Deep Learning and Large-Scale AI
ML Fundamentals โšก AI Lesson
Opening remarks: Deep Learning and Large-Scale AI
Microsoft Research Beginner 4y ago
Research talk: Automating and Optimizing IT Operations Management with AI
ML Fundamentals โšก AI Lesson
Research talk: Automating and Optimizing IT Operations Management with AI
Microsoft Research Beginner 4y ago
Research talks: Research partners on innovation for carbon neutralization
ML Fundamentals
Research talks: Research partners on innovation for carbon neutralization
Microsoft Research Beginner 4y ago
Live Day 7-Discussing SVM,SVR And Xgboost MAchine Learning Algorithms
ML Fundamentals
Live Day 7-Discussing SVM,SVR And Xgboost MAchine Learning Algorithms
Krish Naik Beginner 4y ago
Definition Of Bias And Variance In Machine Learning- Interview Question
ML Fundamentals
Definition Of Bias And Variance In Machine Learning- Interview Question
Krish Naik Beginner 4y ago
Custom Environments - Reinforcement Learning with Stable Baselines 3 (P.3)
ML Fundamentals
Custom Environments - Reinforcement Learning with Stable Baselines 3 (P.3)
sentdex Beginner 4y ago
Artificial Intelligence (AI) - Deep Learning Dictionary
ML Fundamentals โšก AI Lesson
Artificial Intelligence (AI) - Deep Learning Dictionary
deeplizard Beginner 4y ago
Saving and Loading Models - Stable Baselines 3 Tutorial (P.2)
ML Fundamentals
Saving and Loading Models - Stable Baselines 3 Tutorial (P.2)
sentdex Beginner 4y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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 Supervised Machine Learning: Classification
๐Ÿ“š Coursera Course โ†—
Self-paced
Supervised Machine Learning: Classification
Opens on Coursera โ†—
Learning GDScript by Developing a Game with Godot 4
๐Ÿ“š Coursera Course โ†—
Self-paced
Learning GDScript by Developing a Game with Godot 4
Opens on Coursera โ†—
Python: Implement & Evaluate Random Forests for ML
๐Ÿ“š Coursera Course โ†—
Self-paced
Python: Implement & Evaluate Random Forests for ML
Opens on Coursera โ†—
Convolutional Neural Networks in TensorFlow
๐Ÿ“š Coursera Course โ†—
Self-paced
Convolutional Neural Networks in TensorFlow
Opens on Coursera โ†—
Calculus through Data & Modelling: Techniques of Integration
๐Ÿ“š Coursera Course โ†—
Self-paced
Calculus through Data & Modelling: Techniques of Integration
Opens on Coursera โ†—
Smart Analytics, Machine Learning, and AI on GCP - Italiano
๐Ÿ“š Coursera Course โ†—
Self-paced
Smart Analytics, Machine Learning, and AI on GCP - Italiano
Opens on Coursera โ†—