Table of Contents
What mathematics is required for deep learning?
Mathematics concept required for Deep Learning
- Geometry and Linear Algebra. Geometry of Vectors.
- Matrix Decomposition. Finding Eigenvalues and Eigenvectors.
- Single Variable Calculus. Differential Calculus.
- Probability and Distributions.
- Naive Bayes.
- Multivariate Calculus.
- Integral Calculus.
- Random Variables.
What type of mathematics is used in machine learning?
Machine learning is powered by four critical concepts and is Statistics, Linear Algebra, Probability, and Calculus. While statistical concepts are the core part of every model, calculus helps us learn and optimize a model.
Is calculus used in artificial intelligence?
It can model objective problems with mathematical knowledge related to calculus. At the same time, it can solve AI problems by introducing fuzzy mathematics, optimization theory or linear algebra. Calculus methods are often used in artificial intelligence, such as wavelet analysis and BP neural network analysis.
What are the best resources to learn deep learning?
Deep Learning Certification by deeplearning.ai (Coursera) 3. Machine Learning Nanodegree Program (Udacity) 4. Machine Learning A-Z™: Hands-On Python & R in Data Science (Udemy) 5. Professional Certificate in Deep Learning by IBM (edX) 6. Machine Learning Specialization by University of Washington (Coursera) 7.
What is the best online course for machine learning?
1. Machine Learning Certification by Stanford University (Coursera) This Machine Learning Certification offered by Stanford University through Coursera is hands down the best machine learning course available online. It has been taken by over 2.4 million students and professionals and rated 4.9 out of 5 on coursera.
What is machine learning and deep learning?
Machine learning is an artificial intelligence (AI) technique that allows computers to automatically learn from data without explicit programming, and deep learning harnesses multiple layers of interconnected neural networks to generate more sophisticated insights.
Is Coursera a good place to learn about deep learning?
Certainly – in fact, Coursera is one of the best places to learn about deep learning. Through partnerships with deeplearning.ai and Stanford University, Coursera offers courses as well as Specializations taught by some of the pioneering thinkers and educators in this field.