Foundations

ML Fundamentals

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

12,050
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
PyTorch in Robotics - Yisong Yue, Caltech
ML Fundamentals ⚡ AI Lesson
PyTorch in Robotics - Yisong Yue, Caltech
PyTorch Intermediate 6y ago
Tutorial 21- Python OOPS Tutorial- Classes, Variables, Methods and Objects
ML Fundamentals
Tutorial 21- Python OOPS Tutorial- Classes, Variables, Methods and Objects
Krish Naik Intermediate 6y ago
Tutorial 20- How To Import All Important Python Data Science Libraries Using Pyforest
ML Fundamentals
Tutorial 20- How To Import All Important Python Data Science Libraries Using Pyforest
Krish Naik Intermediate 6y ago
Unlocking the power of ML for your JavaScript applications with TensorFlow.js (TF World '19)
ML Fundamentals ⚡ AI Lesson
Unlocking the power of ML for your JavaScript applications with TensorFlow.js (TF World '19)
TensorFlow Intermediate 6y ago
Great TensorFlow Research Cloud projects from around the world (TF World '19)
ML Fundamentals ⚡ AI Lesson
Great TensorFlow Research Cloud projects from around the world (TF World '19)
TensorFlow Intermediate 6y ago
Build dumb shit - the value of useless things - a talk by Sara Vieira
ML Fundamentals
Build dumb shit - the value of useless things - a talk by Sara Vieira
Fun Fun Function Intermediate 6y ago
ASU's Online Master of Computer Science - Live Q&A webinar - October 2019
ML Fundamentals
ASU's Online Master of Computer Science - Live Q&A webinar - October 2019
Coursera Intermediate 6y ago
Live from TWIMLcon! Culture & Organization for Effective ML at Scale (Panel) - #308
ML Fundamentals ⚡ AI Lesson
Live from TWIMLcon! Culture & Organization for Effective ML at Scale (Panel) - #308
The TWIML AI Podcast with Sam Charrington Intermediate 6y ago
Halting Problem in Python - Computerphile
ML Fundamentals ⚡ AI Lesson
Halting Problem in Python - Computerphile
Computerphile Intermediate 6y ago
Inverse Transform Sampling : Data Science Concepts
ML Fundamentals ⚡ AI Lesson
Inverse Transform Sampling : Data Science Concepts
ritvikmath Intermediate 6y ago
How to Deal with a Child or Teenager that Doesn't Listen
ML Fundamentals
How to Deal with a Child or Teenager that Doesn't Listen
Coursera Intermediate 6y ago
Recursion 'Super Power' (in Python) - Computerphile
ML Fundamentals ⚡ AI Lesson
Recursion 'Super Power' (in Python) - Computerphile
Computerphile Intermediate 6y ago
Deep Reinforcement Learning for Logistics at Instadeep with Karim Beguir - #302
ML Fundamentals ⚡ AI Lesson
Deep Reinforcement Learning for Logistics at Instadeep with Karim Beguir - #302
The TWIML AI Podcast with Sam Charrington Intermediate 6y ago
My Path Towards 50K Subscribers
ML Fundamentals
My Path Towards 50K Subscribers
Krish Naik Intermediate 6y ago
Why Machine Learning Projects Fail In Production
ML Fundamentals
Why Machine Learning Projects Fail In Production
Krish Naik Intermediate 6y ago
Getting involved in the TensorFlow community (TF World '19)
ML Fundamentals ⚡ AI Lesson
Getting involved in the TensorFlow community (TF World '19)
TensorFlow Intermediate 6y ago
Tutorial 4- Deployment Of ML Models In AWS EC2 Instance
ML Fundamentals
Tutorial 4- Deployment Of ML Models In AWS EC2 Instance
Krish Naik Intermediate 6y ago
Live Q&A
ML Fundamentals
Live Q&A
Krish Naik Intermediate 6y ago
Top 5 Python IDEs For Data Science
ML Fundamentals
Top 5 Python IDEs For Data Science
Krish Naik Intermediate 6y ago
How To Review An Online Course For Data Science
ML Fundamentals
How To Review An Online Course For Data Science
Krish Naik Intermediate 6y ago
Will AutoML Replace Data Scientist Job? Myth
ML Fundamentals
Will AutoML Replace Data Scientist Job? Myth
Krish Naik Intermediate 6y ago
Future Scope Of Data Science
ML Fundamentals
Future Scope Of Data Science
Krish Naik Intermediate 6y ago
Never Give Up- My Story
ML Fundamentals
Never Give Up- My Story
Krish Naik Intermediate 6y ago
Non Technical Skills That We Must Have As A Data Scientist
ML Fundamentals
Non Technical Skills That We Must Have As A Data Scientist
Krish Naik Intermediate 6y ago
How To Implement A Real World Usecase or Project For Data Science
ML Fundamentals
How To Implement A Real World Usecase or Project For Data Science
Krish Naik Intermediate 6y ago
Steps To Get Jobs as Data Scientist For Freshers and Experienced Professionals
ML Fundamentals
Steps To Get Jobs as Data Scientist For Freshers and Experienced Professionals
Krish Naik Intermediate 6y ago
My Path From Dot Net Developer To Data Scientist- Motivation
ML Fundamentals
My Path From Dot Net Developer To Data Scientist- Motivation
Krish Naik Intermediate 6y ago
Automated Machine Learning In Python (Automl)
ML Fundamentals
Automated Machine Learning In Python (Automl)
Krish Naik Intermediate 6y ago
Top 3 Skillset In Data Science That We Should Have
ML Fundamentals
Top 3 Skillset In Data Science That We Should Have
Krish Naik Intermediate 6y ago
How To Go Ahead in Writing Research Papers
ML Fundamentals
How To Go Ahead in Writing Research Papers
Krish Naik Intermediate 6y ago
How To Apply And Get Internship For Data Science Opportunities
ML Fundamentals
How To Apply And Get Internship For Data Science Opportunities
Krish Naik Intermediate 6y ago
Fast.ai Course and Why We Should Learn It?
ML Fundamentals
Fast.ai Course and Why We Should Learn It?
Krish Naik Intermediate 6y ago
How Did I Learn Deep Learning in 2.5 months?
ML Fundamentals
How Did I Learn Deep Learning in 2.5 months?
Krish Naik Intermediate 6y ago
Live Q&A- Answering your Questions.
ML Fundamentals
Live Q&A- Answering your Questions.
Krish Naik Intermediate 6y ago
Why Data Structures Are Important For Every Programmer?
ML Fundamentals
Why Data Structures Are Important For Every Programmer?
Krish Naik Intermediate 6y ago
Why Data Scientist Require Knowledge In Linux OS?
ML Fundamentals
Why Data Scientist Require Knowledge In Linux OS?
Krish Naik Intermediate 6y ago
Flask Vs Django and When Should You Use What?
ML Fundamentals
Flask Vs Django and When Should You Use What?
Krish Naik Intermediate 6y ago
Why and When Should we Perform Feature Normalization?
ML Fundamentals
Why and When Should we Perform Feature Normalization?
Krish Naik Intermediate 6y ago
Best Laptop Configuration For Learning Machine Learning and Deep Learning
ML Fundamentals
Best Laptop Configuration For Learning Machine Learning and Deep Learning
Krish Naik Intermediate 6y ago
How to Prepare For Data Science Interviews
ML Fundamentals
How to Prepare For Data Science Interviews
Krish Naik Intermediate 6y ago
Construa uma rede neural para executar a classificação (Coding TensorFlow em português)
ML Fundamentals ⚡ AI Lesson
Construa uma rede neural para executar a classificação (Coding TensorFlow em português)
TensorFlow Intermediate 6y ago
How To Become Expertise in Exploratory Data Analysis
ML Fundamentals
How To Become Expertise in Exploratory Data Analysis
Krish Naik Intermediate 6y ago
Real-World Business Problems Solved by Blockchain
ML Fundamentals
Real-World Business Problems Solved by Blockchain
Coursera Intermediate 6y ago
Selecting YouTube As A Career Option? Is It Worth?
ML Fundamentals
Selecting YouTube As A Career Option? Is It Worth?
Krish Naik Intermediate 6y ago
Build an image classifier (ML Zero to Hero - Part 4)
ML Fundamentals ⚡ AI Lesson
Build an image classifier (ML Zero to Hero - Part 4)
TensorFlow Intermediate 6y ago
How Did I Learn Machine Learning in 3 Months
ML Fundamentals
How Did I Learn Machine Learning in 3 Months
Krish Naik Intermediate 6y ago
Detailed Salary Comparison Between Data Analyst and Data Scientist
ML Fundamentals
Detailed Salary Comparison Between Data Analyst and Data Scientist
Krish Naik Intermediate 6y ago
Kaggle Competition- Dengue or Malaria Prediction Using Transfer Learning VGG19
ML Fundamentals
Kaggle Competition- Dengue or Malaria Prediction Using Transfer Learning VGG19
Krish Naik Intermediate 6y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
No-Code AI Essentials: Master AI Concepts & Use Cases
📚 Coursera Course ↗
Self-paced
No-Code AI Essentials: Master AI Concepts & Use Cases
Opens on Coursera ↗
AI Integration in Healthcare Patient Data
📚 Coursera Course ↗
Self-paced
AI Integration in Healthcare Patient Data
Opens on Coursera ↗
Learn MLOps for Machine Learning
📚 Coursera Course ↗
Self-paced
Learn MLOps for Machine Learning
Opens on Coursera ↗
Learning TensorFlow: the Hello World of Machine Learning
📚 Coursera Course ↗
Self-paced
Learning TensorFlow: the Hello World of Machine Learning
Opens on Coursera ↗
Practical Predictive Analytics: Models and Methods
📚 Coursera Course ↗
Self-paced
Practical Predictive Analytics: Models and Methods
Opens on Coursera ↗
Introduction to Linear Algebra and Python
📚 Coursera Course ↗
Self-paced
Introduction to Linear Algebra and Python
Opens on Coursera ↗