wyattowalsh / data-science-notes Goto Github PK

Open-source project hosted at https://makeuseofdata.com to crowdsource a robust collection of notes related to data science (math, visualization, modeling, etc)

Home Page: https://makeuseofdata.com

License: GNU General Public License v3.0

JavaScript 99.46% CSS 0.54% HTML 0.01% Shell 0.01%

data-science probability calculus statistics linear-algebra simulation modeling visualization regression classification

data-science-notes's Introduction

I grew up in the Eastern Sierras in California, spent a few years in Connecticut at boarding school (Go Bearcats!), then came back to the West Coast for my undergraduate work in Industrial Engineering and Operations Research at the University of California, Berkeley (Go Bears! 🐻).

I usually like to work with data science, machine learning, optimization/mathematical-programming, or similar fields, however, I am boundless in my curiosity when it comes to computers, mathematics, and computer science and I am happy to collaborate on projects across any of those disciplines.

When not behind the keyboard, you can catch me out mountain biking, playing a disc sport (Ultimate Frisbee or Disc Golf 🥏), messing around with music (production 🎼, DJing 🎧,or playing piano 🎹), or spending some sort of time with friends and loved ones.

Reach out, it would be great to hear from you and maybe we could even develop some good personal or professional ties. 😊

	Scan QR Code to add to contacts

Projects 📝 📊

↓ Please see the pinned repositories at the bottom of the page for my past projects ↓

Technologies 👨‍💻 💾

Click here to expand ↩️

Programming Languages

Data

Collection

Storage

Visualization

Processing

Modeling

Deployment

MLOps & Data Orchestration

APIs

Cloud Technologies

CI/CD Platforms

Version Control Platforms

Workflow Tools

Optimization Tools

Web Development

Miscellaneous

My Wakatime Stats 👨‍💻 🗓️

Click here to expand ↩️

🐱 My GitHub Data

📦 4.6 MB Used in GitHub's Storage

💼 Opted to Hire

📜 35 Public Repositories

🔑 34 Private Repositories

I'm a Night 🦉

🌞 Morning                402 commits         ██░░░░░░░░░░░░░░░░░░░░░░░   09.27 % 
🌆 Daytime                1463 commits        ████████░░░░░░░░░░░░░░░░░   33.74 % 
🌃 Evening                1532 commits        █████████░░░░░░░░░░░░░░░░   35.33 % 
🌙 Night                  939 commits         █████░░░░░░░░░░░░░░░░░░░░   21.66 %

📅 I'm Most Productive on Tuesday

Monday                   447 commits         ███░░░░░░░░░░░░░░░░░░░░░░   10.31 % 
Tuesday                  874 commits         █████░░░░░░░░░░░░░░░░░░░░   20.16 % 
Wednesday                686 commits         ████░░░░░░░░░░░░░░░░░░░░░   15.82 % 
Thursday                 743 commits         ████░░░░░░░░░░░░░░░░░░░░░   17.14 % 
Friday                   445 commits         ███░░░░░░░░░░░░░░░░░░░░░░   10.26 % 
Saturday                 505 commits         ███░░░░░░░░░░░░░░░░░░░░░░   11.65 % 
Sunday                   636 commits         ████░░░░░░░░░░░░░░░░░░░░░   14.67 %

📊 This Week I Spent My Time On

💬 Programming Languages: 
Python                   6 hrs 40 mins       █████████████░░░░░░░░░░░░   51.20 % 
Git Config               2 hrs 38 mins       █████░░░░░░░░░░░░░░░░░░░░   20.27 % 
Markdown                 2 hrs 22 mins       █████░░░░░░░░░░░░░░░░░░░░   18.24 % 
sh                       34 mins             █░░░░░░░░░░░░░░░░░░░░░░░░   04.47 % 
TypeScript               16 mins             █░░░░░░░░░░░░░░░░░░░░░░░░   02.10 % 

💻 Operating System: 
Mac                      13 hrs 2 mins       █████████████████████████   100.00 %

I Mostly Code in Jupyter Notebook

Jupyter Notebook         13 repos            ███████████░░░░░░░░░░░░░░   43.33 % 
Python                   6 repos             █████░░░░░░░░░░░░░░░░░░░░   20.00 % 
Makefile                 3 repos             ██░░░░░░░░░░░░░░░░░░░░░░░   10.00 % 
TypeScript               2 repos             ██░░░░░░░░░░░░░░░░░░░░░░░   06.67 % 
Swift                    1 repo              █░░░░░░░░░░░░░░░░░░░░░░░░   03.33 %

Timeline

Last Updated on 25/04/2024 18:36:36 UTC

My GitHub Stats 📈

Click here to expand ↩️

My Starred Repos ✨ and Associated Word Clouds ☁️

Click here to expand ↩️

➔ Check out projects I've starred by language or by topic ✨

Starred Projects Word Clouds

By Language

By Topic

Stargazers Over Time ✨ 🔭

Click here to expand ↩️

Past Projects

data-science-notes's People

Contributors

Stargazers

Watchers

data-science-notes's Issues

Add Content to Clustering Landing Page

In general, Data Science Notes sections are broken into landing pages and basics pages (with more specific pages to come as folks add them).

Landing pages are a good place to host general information about the technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/eda/clustering/index.html

Complete Overviews

Overviews are similar to landing pages but for larger sections

Overviews

Mathematical Topics (Needs Work) [link to website] [link to file]
Programming (Needs Work) [link to website] [link to file]
Data Collection (Needs Work) [link to website] [link to file]
Data Processing (Needs Work) [link to website] [link to file]
Visualization (Needs Work) [link to website] [link to file]
Resources (Needs Work) [link to website] [link to file]

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Calculus Landing Page

In general, Data Science Notes sections are broken into landing pages and basics pages (with more specific pages to come as folks add them).

Landing pages are a good place to host general information about the technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/mathematical_topics/calculus/index.html

Add Content to Visualization Landing Page

In general, Data Science Notes sections are broken into landing pages and basics pages (with more specific pages to come as folks add them).

Landing pages are a good place to host general information about the technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/eda/visualization/index.html

Add Content to Classification Landing Page

In general, Data Science Notes sections are broken into landing pages and basics pages (with more specific pages to come as folks add them).

Landing pages are a good place to host general information about the technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/modeling/classification/index.html

Probability

partially completed overview section

Add Content to Exploratory Data Analysis Basics

In general, Data Science Notes sections are broken into landing pages, basics pages, and specific pages (with more specific pages to come as folks add them).

Basics pages are a good place to give a general summary of a certain topic like how to use a given technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/eda/basics.html

Add Content to Data Ingestion Basics

In general, Data Science Notes sections are broken into landing pages, basics pages, and specific pages (with more specific pages to come as folks add them).

Basics pages are a good place to give a general summary of a certain topic like how to use a given technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/data_ingestion/basics.html

Add Content to Data Cleaning Landing Page

In general, Data Science Notes sections are broken into landing pages and basics pages (with more specific pages to come as folks add them).

Landing pages are a good place to host general information about the technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/data_cleaning/index.html

Add Content to Modeling Basics

In general, Data Science Notes sections are broken into landing pages, basics pages, and specific pages (with more specific pages to come as folks add them).

Basics pages are a good place to give a general summary of a certain topic like how to use a given technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/modeling/basics.html

Add Content to Exploratory Data Analysis Landing Page

In general, Data Science Notes sections are broken into landing pages and basics pages (with more specific pages to come as folks add them).

Landing pages are a good place to host general information about the technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/eda/index.html

Programming Overview

In general, Data Science Notes sections are broken into landing pages and basics pages (with more specific pages to come as folks add them).

Landing pages are a good place to host general information about the technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/programming/index.html

Add Content to Introduction Section

The introduction section is a good place to talk about Data Science in general and its usefulness.

This could take the form of describing its societal impact, describing the path one takes to become a Data Scientist, or perhaps even some sort of metaphorical short story.

This is definitely a section where creativity could be cool!

Simulation

Probability Landing Page

In general, Data Science Notes sections are broken into landing pages and basics pages (with more specific pages to come as folks add them).

Landing pages are a good place to host general information about the technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/mathematical_preliminaries/probability/index.html

Calculus

Add Content to Simulation Landing Page

In general, Data Science Notes sections are broken into landing pages and basics pages (with more specific pages to come as folks add them).

Landing pages are a good place to host general information about the technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/simulation/index.html

Help Write Notes on Data Science

Project Context

There are certainly many topics that are good for a data scientist to know and practice! I've tried my best so far to research and develop what I would consider an outline of the different topics broken up into the major sections of interest and practice. This is by no means a comprehensive list, but is ever developing and so far contains most topics. The goal with this is to present the reader with a solid index of the different topics with easily accessible content of the topic's context, overview, and more specific details.

In the Jupyter Book framework (and as specified in the _toc.yml project file) this strategy breaks down into parts, each containing chapters of which can single pages or collections of pages, where each page can be either a single page or collection of pages. [Read more about Jupyter Book structure here]

Completing the Basics

It would be wonderful to add helpful content to each topic's section (we can always refine the content over time).

Sources can be cited by adding a reference to the references.bib file associated to the topic and using the {cite} command as described in the Jupyter Book documentation. I recommend using BibMe service to build the correct citation to add to references.bib.

Furthermore, additional features can be utilized like multichoice panels, special content blocks, and syntax highlighting! Check out the Jupyter Book documentation for more info!

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Roadmap

Topics With Content

Mathematical Topics
- N/A
Programming
- N/A
Data Collection
- N/A
Data Processing
- N/A
Visualization
- N/A
Machine Learning & Data Mining
- Models [link to website] [link to file] [ issue #107 ]
  - The Elastic Net [link to website] [link to file] [ issue #119 ]
  - The Lasso [link to website] [link to file] [ issue #120 ]
  - Ordinary Least Squares [link to website] [link to file] [ issue #121 ]
  - Ridge [link to website] [link to file] [ issue #123 ]
- Regression [link to website] [link to file] [ issue #42 ]
Additional Topics
- N/A
Resources
- N/A

Topics In Progress

Mathematical Topics
- N/A
Programming
- Frameworks
  - TensorFlow [link to website] [link to file] [ issue #77 ]
- Languages
  - SQL [link to website] [link to file] [ issue #24 ]
- Version Control [link to website] [link to file] [ issue #108 ]
Data Collection
- N/A
Data Processing
- N/A
Visualization
- N/A
Machine Learning & Data Mining
- Natural Language Processing [link to website] [link to file] [ issue #59 ]
Additional Topics
- N/A
Resources
- N/A

Full Topic Index

Statistics Landing Page

In general, Data Science Notes sections are broken into landing pages and basics pages (with more specific pages to come as folks add them).

Landing pages are a good place to host general information about the technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/mathematical_topics/statistics/index.html

Create a MakeUseofData Color Palette

Linear Algebra

Add Content to Clustering Basics

In general, Data Science Notes sections are broken into landing pages, basics pages, and specific pages (with more specific pages to come as folks add them).

Basics pages are a good place to give a general summary of a certain topic like how to use a given technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/eda/clustering/basics.html

Add Content to Modeling Landing Page

In general, Data Science Notes sections are broken into landing pages and basics pages (with more specific pages to come as folks add them).

Landing pages are a good place to host general information about the technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/modeling/index.html

Linear Algebra Landing Page

In general, Data Science Notes sections are broken into landing pages and basics pages (with more specific pages to come as folks add them).

Landing pages are a good place to host general information about the technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/mathematical_topics/linear_algebra/index.html

SQL

In general, Data Science Notes sections are broken into landing pages, basics pages, and specific pages (with more specific pages to come as folks add them).

Basics pages are a good place to give a general summary of a certain topic like how to use a given technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/programming/sql/basics.html

Create Natural Language Processing Section

Add CI for Twitter Feed in README

It would be a cool feature to have the @MakeUseofData Twitter feed included within the README.

There are a few possible solutions to include a feed, but having a GitHub action that queries for the feed and creates an image that can be embedded into the README of a few of the most recent tweets seems like the best solution to me right now.

Complete Landing Pages

In general, Data Science Notes sections are broken into landing pages and basics pages (with more specific pages to come as folks add them).

Landing pages are a good place to host general information about the technology or technique. The main site landing page is a good example as it has a header image, introductory text, and helps to orient the reader.

Landing Pages

Here are the site's landing pages:

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Add Content to Data Ingestion Landing Page

In general, Data Science Notes sections are broken into landing pages and basics pages (with more specific pages to come as folks add them).

Landing pages are a good place to host general information about the technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/data_ingestion/index.html

Add Content to Visualization Basics

In general, Data Science Notes sections are broken into landing pages, basics pages, and specific pages (with more specific pages to come as folks add them).

Basics pages are a good place to give a general summary of a certain topic like how to use a given technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/eda/visualization/basics.html

Optimization Landing Page

In general, Data Science Notes sections are broken into landing pages and basics pages (with more specific pages to come as folks add them).

Landing pages are a good place to host general information about the technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/mathematical_topics/optimization/index.html

Add Content to R Basics

In general, Data Science Notes sections are broken into landing pages, basics pages, and specific pages (with more specific pages to come as folks add them).

Basics pages are a good place to give a general summary of a certain topic like how to use a given technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/programming/r/basics.html

Add Content to Database Basics

In general, Data Science Notes sections are broken into landing pages, basics pages, and specific pages (with more specific pages to come as folks add them).

Basics pages are a good place to give a general summary of a certain topic like how to use a given technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/data_ingestion/databases/basics.html

Add Content to Regression Landing Page

In general, Data Science Notes sections are broken into landing pages and basics pages (with more specific pages to come as folks add them).

Landing pages are a good place to host general information about the technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/modeling/regression/index.html

Python Landing Page

In general, Data Science Notes sections are broken into landing pages and basics pages (with more specific pages to come as folks add them).

Landing pages are a good place to host general information about the technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/programming/languages/python/index.html

Natural Language Processing

In general, Data Science Notes sections are broken into landing pages, basics pages, and specific pages (with more specific pages to come as folks add them).

Basics pages are a good place to give a general summary of a certain topic like how to use a given technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/machine_learning_and_data_mining/nlp/basics.html

Add Content to Data Cleaning Basics

In general, Data Science Notes sections are broken into landing pages, basics pages, and specific pages (with more specific pages to come as folks add them).

Basics pages are a good place to give a general summary of a certain topic like how to use a given technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/data_cleaning/basics.html

Continue seeking out additional contributors

Use Twitter (@MakeUseofData), GitHub, and other means to gain contributors

Classification

Regression

Statistics

CI/CD

Create Header Image for Twitter Profile

Add Content to SQL Landing Page

In general, Data Science Notes sections are broken into landing pages and basics pages (with more specific pages to come as folks add them).

Landing pages are a good place to host general information about the technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/programming/sql/index.html

Optimization

Add Content to R Landing Page

In general, Data Science Notes sections are broken into landing pages and basics pages (with more specific pages to come as folks add them).

Landing pages are a good place to host general information about the technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/programming/r/index.html

Add Content to Databases Landing Page

In general, Data Science Notes sections are broken into landing pages and basics pages (with more specific pages to come as folks add them).

Landing pages are a good place to host general information about the technology or technique.

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/data_ingestion/databases/index.html

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Link to page: https://makeuseofdata.com/mathematical_preliminaries/probability/basics.html

wyattowalsh / data-science-notes Goto Github PK

data-science-notes's Introduction

Projects 📝 📊

↓ Please see the pinned repositories at the bottom of the page for my past projects ↓

Technologies 👨‍💻 💾

Programming Languages

Data

Collection

Storage

Visualization

Processing

Modeling

Deployment

MLOps & Data Orchestration

APIs

Cloud Technologies

CI/CD Platforms

Version Control Platforms

Workflow Tools

Optimization Tools

Web Development

Miscellaneous

My Wakatime Stats 👨‍💻 🗓️

My GitHub Stats 📈

My Starred Repos ✨ and Associated Word Clouds ☁️

➔ Check out projects I've starred by language or by topic ✨

Starred Projects Word Clouds

By Language

By Topic

Stargazers Over Time ✨ 🔭

Past Projects

data-science-notes's People

Contributors

Stargazers

Watchers

Forkers

data-science-notes's Issues

Overviews

Project Context

Completing the Basics

Roadmap

Landing Pages

Here are the site's landing pages:

I'm totally happy to help in whatever form I can, just let me know how I may be of assistance!

Recommend Projects

Recommend Topics

Recommend Org