Foundations

ML Fundamentals

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

12,218
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
This Is The Perfect Resume For Data Science Role
ML Fundamentals
This Is The Perfect Resume For Data Science Role
Krish Naik Beginner 4y ago
Live Q&A: Data Science, ML. Ft: Anuj Gupta (Head of Machine Learning @ Vahan Inc, NLP Book Author)
ML Fundamentals
Live Q&A: Data Science, ML. Ft: Anuj Gupta (Head of Machine Learning @ Vahan Inc, NLP Book Author)
codebasics Beginner 4y ago
Skills Based On Experience For Data Science Roles
ML Fundamentals
Skills Based On Experience For Data Science Roles
Krish Naik Beginner 4y ago
Regularization in a Neural Network | Dealing with overfitting
ML Fundamentals
Regularization in a Neural Network | Dealing with overfitting
AssemblyAI Beginner 4y ago
Introduction to Machine Learning
ML Fundamentals
Introduction to Machine Learning
CS50 Beginner 4y ago
Math4ML Exercises: Probability
ML Fundamentals โšก AI Lesson
Math4ML Exercises: Probability
Weights & Biases Beginner 4y ago
DevFest North America Nov 19-20, 2021 | Google Developer Groups
ML Fundamentals
DevFest North America Nov 19-20, 2021 | Google Developer Groups
Google for Developers Beginner 4y ago
Managed Training with Amazon SageMaker and ๐Ÿค— Transformers
ML Fundamentals
Managed Training with Amazon SageMaker and ๐Ÿค— Transformers
HuggingFace Beginner 4y ago
The Hugging Face Hub as a means to collaborate on and share Machine Learning projects
ML Fundamentals
The Hugging Face Hub as a means to collaborate on and share Machine Learning projects
HuggingFace Beginner 4y ago
Cybersecurity Threats // Monika Venฤkauskaitฤ— // Meetup #70 short clip
ML Fundamentals
Cybersecurity Threats // Monika Venฤkauskaitฤ— // Meetup #70 short clip
MLOps.community Beginner 4y ago
Diploma in Artificial Intelligence for Business Student Panel
ML Fundamentals
Diploma in Artificial Intelligence for Business Student Panel
Saรฏd Business School, University of Oxford Beginner 4y ago
Math4ML Exercises: Calculus
ML Fundamentals
Math4ML Exercises: Calculus
Weights & Biases Beginner 4y ago
5 Data Science Myths you shouldn't believe
ML Fundamentals โšก AI Lesson
5 Data Science Myths you shouldn't believe
CodeEmporium Beginner 4y ago
Data Science and Machine Learning Certificate, IIT Roorkee on Coursera
ML Fundamentals
Data Science and Machine Learning Certificate, IIT Roorkee on Coursera
Coursera Beginner 4y ago
Python Graph Neural Network Libraries (an Overview)
ML Fundamentals
Python Graph Neural Network Libraries (an Overview)
DeepFindr Beginner 4y ago
Incredible things your community is creating with TensorFlow.js  - #MadeWithTFJS
ML Fundamentals โšก AI Lesson
Incredible things your community is creating with TensorFlow.js - #MadeWithTFJS
TensorFlow Beginner 4y ago
How to get involved in Machine Learning
ML Fundamentals โšก AI Lesson
How to get involved in Machine Learning
TensorFlow Beginner 4y ago
Data-Centric AI Means Centralizing Training Data // Alberto Rizzoli // MLOps Meetup #85
ML Fundamentals
Data-Centric AI Means Centralizing Training Data // Alberto Rizzoli // MLOps Meetup #85
MLOps.community Beginner 4y ago
Depth Camera - Computerphile
ML Fundamentals โšก AI Lesson
Depth Camera - Computerphile
Computerphile Beginner 4y ago
Statistics Books For Data Science and Machine Learning
ML Fundamentals โšก AI Lesson
Statistics Books For Data Science and Machine Learning
codebasics Beginner 4y ago
Entos Transforms Drug Discovery With NVIDIA AI-Powered Molecular Simulation
ML Fundamentals
Entos Transforms Drug Discovery With NVIDIA AI-Powered Molecular Simulation
NVIDIA Developer Beginner 4y ago
Synthetic Data Generation using Omniverse Replicator for Isaac Sim
ML Fundamentals
Synthetic Data Generation using Omniverse Replicator for Isaac Sim
NVIDIA Developer Beginner 4y ago
Coding a Neural Network from Scratch in Pure JAX | Machine Learning with JAX | Tutorial #3
ML Fundamentals
Coding a Neural Network from Scratch in Pure JAX | Machine Learning with JAX | Tutorial #3
Aleksa Gordiฤ‡ - The AI Epiphany Beginner 4y ago
Day 2- 24 Hours Hackathon Competition Vlog At KIET
ML Fundamentals
Day 2- 24 Hours Hackathon Competition Vlog At KIET
Krish Naik Beginner 4y ago
NLP Workflows with Keras
ML Fundamentals
NLP Workflows with Keras
HuggingFace Beginner 4y ago
Day 1-AI and Machine Learning Hackathon Workshop For KIET
ML Fundamentals
Day 1-AI and Machine Learning Hackathon Workshop For KIET
Krish Naik Beginner 4y ago
Trailer- Ineuron First College 24 hours Hackathon 2021 At KIET Kakinada
ML Fundamentals
Trailer- Ineuron First College 24 hours Hackathon 2021 At KIET Kakinada
Krish Naik Beginner 4y ago
Chip floorplanning with deep reinforcement learning
ML Fundamentals โšก AI Lesson
Chip floorplanning with deep reinforcement learning
TensorFlow Beginner 4y ago
Cloud TPU v4: Fast, flexible, and easy-to-use ML accelerators
ML Fundamentals โšก AI Lesson
Cloud TPU v4: Fast, flexible, and easy-to-use ML accelerators
TensorFlow Beginner 4y ago
Simplified distributed training with tf.distribute parameter servers
ML Fundamentals โšก AI Lesson
Simplified distributed training with tf.distribute parameter servers
TensorFlow Beginner 4y ago
Building Machine Learning models with Edge Impulse
ML Fundamentals โšก AI Lesson
Building Machine Learning models with Edge Impulse
TensorFlow Beginner 4y ago
Intro to JAX: Accelerating Machine Learning research
ML Fundamentals โšก AI Lesson
Intro to JAX: Accelerating Machine Learning research
TensorFlow Beginner 4y ago
Math4ML Exercises: Linear Algebra, cont'd
ML Fundamentals
Math4ML Exercises: Linear Algebra, cont'd
Weights & Biases Beginner 4y ago
Manage MLOps and deploy Machine Learning to production with the new and improved TFX
ML Fundamentals โšก AI Lesson
Manage MLOps and deploy Machine Learning to production with the new and improved TFX
TensorFlow Beginner 4y ago
Simplified Machine Learning on mobile, browsers, and edge devices with on-device ML
ML Fundamentals โšก AI Lesson
Simplified Machine Learning on mobile, browsers, and edge devices with on-device ML
TensorFlow Beginner 4y ago
State-of-the-art Machine Learning research with Google tools | Keynote
ML Fundamentals โšก AI Lesson
State-of-the-art Machine Learning research with Google tools | Keynote
TensorFlow Beginner 4y ago
Engage with the Machine Learning community | Keynote
ML Fundamentals โšก AI Lesson
Engage with the Machine Learning community | Keynote
TensorFlow Beginner 4y ago
How Machine Learning tools at Google made AlphaFold possible | Keynote
ML Fundamentals โšก AI Lesson
How Machine Learning tools at Google made AlphaFold possible | Keynote
TensorFlow Beginner 4y ago
Machine Learning for mobile | Keynote
ML Fundamentals โšก AI Lesson
Machine Learning for mobile | Keynote
TensorFlow Beginner 4y ago
Machine learning tools from Google 2021 | Keynote
ML Fundamentals โšก AI Lesson
Machine learning tools from Google 2021 | Keynote
TensorFlow Beginner 4y ago
Powered by TensorFlow: How machine learning helps advance access to human rights information
ML Fundamentals โšก AI Lesson
Powered by TensorFlow: How machine learning helps advance access to human rights information
TensorFlow Beginner 4y ago
Powered by TensorFlow: Creating a custom, machine learning-powered drumming arm
ML Fundamentals โšก AI Lesson
Powered by TensorFlow: Creating a custom, machine learning-powered drumming arm
TensorFlow Beginner 4y ago
Math4ML Exercises: Getting Started & Linear Algebra
ML Fundamentals
Math4ML Exercises: Getting Started & Linear Algebra
Weights & Biases Beginner 4y ago
I Don't Like Jupyter Notebooks // Joel Grus // Coffee Sessions #62
ML Fundamentals
I Don't Like Jupyter Notebooks // Joel Grus // Coffee Sessions #62
MLOps.community Beginner 4y ago
MLOps at Volvo Cars // Leonard  Aukea // MLOps Meetup #84
ML Fundamentals
MLOps at Volvo Cars // Leonard Aukea // MLOps Meetup #84
MLOps.community Beginner 4y ago
Is This An Efficient Way To Handle 90 Days Notice Period?
ML Fundamentals
Is This An Efficient Way To Handle 90 Days Notice Period?
Krish Naik Beginner 4y ago
Free datasets for machine learning and data science projects
ML Fundamentals
Free datasets for machine learning and data science projects
codebasics Beginner 4y ago
Create Your Custom Dataset Using Faker Library
ML Fundamentals
Create Your Custom Dataset Using Faker Library
Krish Naik Beginner 4y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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Cervical Cancer Risk Prediction Using Machine Learning
๐Ÿ“š Coursera Course โ†—
Self-paced
Cervical Cancer Risk Prediction Using Machine Learning
Opens on Coursera โ†—
Machine Learning and its Applications
๐Ÿ“š Coursera Course โ†—
Self-paced
Machine Learning and its Applications
Opens on Coursera โ†—
Advanced Python: Data Science, Testing, and Distribution
๐Ÿ“š Coursera Course โ†—
Self-paced
Advanced Python: Data Science, Testing, and Distribution
Opens on Coursera โ†—
Problem-Dependent Resampling Techniques
๐Ÿ“š Coursera Course โ†—
Self-paced
Problem-Dependent Resampling Techniques
Opens on Coursera โ†—
CNNs with TensorFlow: Basics of Machine Learning
๐Ÿ“š Coursera Course โ†—
Self-paced
CNNs with TensorFlow: Basics of Machine Learning
Opens on Coursera โ†—
AI Workflow: Machine Learning, Visual Recognition and NLP
๐Ÿ“š Coursera Course โ†—
Self-paced
AI Workflow: Machine Learning, Visual Recognition and NLP
Opens on Coursera โ†—