Linear-algebra Libraries

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Linear-algebra Libraries

Free online textbook of Jupyter notebooks for fast.ai Computational Linear Algebra course

We start with a high level overview of some foundational concepts in numerical linear algebra. We will use the newsgroups dataset to try to identify the topics of different posts. We use a term-docu…

Machine Learning Foundations: Linear Algebra, Calculus, Statistics & Computer Science

There are eight subjects in the curriculum, organized into four subject areas. See the "Machine Learning House" section below for detail on why these are the essential foundational subject areas: Lat…

Data Science Roadmap from A to Z

Pandas

Lecture Notes for Linear Algebra Featuring Python. This series of lecture notes will walk you through all the must-know concepts that set the foundation of data science or advanced quantitative skillsets. Suitable for statistician/econometrician, quantitative analysts, data scientists and etc. to quickly refresh the linear algebra with the assistance of Python computation and visualization.

These lecture notes are intended for introductory linear algebra courses, suitable for university students, programmers, data analysts, algorithmic traders and etc. The lectures notes are loosely bas…

Lecture Notes for Linear Algebra Featuring Python. This series of lecture notes will walk you through all the most must-know concepts that set the foundation of data science or advanced quantitative skillsets. Suitable for statistician/econometrician, quantitative analysts, data scientists and etc. to quickly refresh the linear algebra with the assistance of Python computation and visualization.

Introduction to Statistics and Basics of Mathematics for Data Science - The Hacker's Way

“Study hard what interests you the most in the most undisciplined, irreverent and original manner possible.” ― Richard Feynman Math literacy, including proficiency in Linear Algebra and Statistics,is…

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The motive behind Creating this repo is to feel the fear of mathematics and do what ever you want to do in Machine Learning , Deep Learning and other fields of AI

The motive behind Creating this repo is to feel the fear of mathematics and do what ever you want to do in Machine Learning , Deep Learning and other fields of AI . I am going to upload new material…

Complete path for a beginner to become a Machine Learning Scientist!

Loose path: Understanding Math is pivotal. You can never be a good Machine Learning Scientist by skipping the Math. Python - Any one, both courses are equally good Algorithms Since you'll be coding a…

My journey to learn and grow in the domain of Machine Learning and Artificial Intelligence by performing the #100DaysofMLCode Challenge. Now supported by bright developers adding their learnings :+1:

Labs for the Foundations of Applied Mathematics curriculum.

This repository contains a collection of Python labs that go in tandem with the textbooks. These expose students to applications and numerical computation and reinforce the theoretical ideas taught i…

Python library for GraphBLAS: high-performance sparse linear algebra for scalable graph analytics

Install the latest version of Python-graphblas via conda: or pip: The following are not required by python-graphblas, but may be needed for certain functionality to work. The approach taken with this…

$math-app-ml$

Essential mathematics for applied machine learning and data science

A collection of interactive tutorials about essential mathematics for applied machine learning and data science. As a learning resource with the following characteristics: Maybe. I have no formal mat…

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