Awesome List Updates on Oct 15, 2022

8 awesome lists updated today.

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1. Awesome Neovim

Note Taking / Diagnostics

• ostralyan/scribe.nvim (⭐20) - Take notes, easily.

2. Awesome Datascience

Tutorials

• 1000 Data Science Projects you can run on the browser with IPython.

• #tidytuesday (⭐5.6k) A weekly data project aimed at the R ecosystem.

• Data science your way (⭐569)

• PySpark Cheatsheet (⭐252)

• Machine Learning, Data Science and Deep Learning with Python

• How To Label Data

• Your Guide to Latent Dirichlet Allocation

• Over 1000 Data Science Online Courses at Classpert Online Search Engine

• Tutorials of source code from the book Genetic Algorithms with Python by Clinton Sheppard (⭐1.1k)

• Tutorials to get started on signal processings for machine learning (⭐30)

• Realtime deployment Tutorial on Python time-series model deployment.

• Python for Data Science: A Beginner’s Guide

• Minimum Viable Study Plan for Machine Learning Interviews (⭐6.6k)

• Understand and Know Machine Learning Engineering by Building Solid Projects

Free Courses

• Data Scientist with R

• Data Scientist with Python

• Genetic Algorithms OCW Course

• AI Expert Roadmap (⭐25k) - Roadmap to becoming an Artificial Intelligence Expert

• Convex Optimization - Convex Optimization (basics of convex analysis; least-squares, linear and quadratic programs, semidefinite programming, minimax, extremal volume, and other problems; optimality conditions, duality theory...)

• Skillcombo - Data Science - 1000+ free online Data Science courses

• Learning from Data - Introduction to machine learning covering basic theory, algorithms and applications

Intensive Programs

• S2DS

Colleges

• A list of colleges and universities offering degrees in data science. (⭐150)

• Data Science Degree @ Berkeley

• Data Science Degree @ UVA

• Data Science Degree @ Wisconsin

• MS in Computer Information Systems @ Boston University

• MS in Business Analytics @ ASU Online

• MS in Applied Data Science @ Syracuse

• M.S. Management & Data Science @ Leuphana

• Master of Data Science @ Melbourne University

• Msc in Data Science @ The University of Edinburgh

• Master of Management Analytics @ Queen's University

• Master of Data Science @ Illinois Institute of Technology

• Master of Applied Data Science @ The University of Michigan

• Master Data Science and Artificial Intelligence @ Eindhoven University of Technology

• Master's Degree in Data Science and Computer Engineering @ University of Granada

Algorithms / Supervised Learning

• Regression

• Linear Regression

• Locally Estimated Scatterplot Smoothing

Algorithms / Unsupervised Learning

• Neural Networks

• Self-organizing map

• Adaptive resonance theory

• Hidden Markov Models (HMM)

Algorithms / Semi-Supervised Learning

• S3VM

• Clustering

• Generative models

• Low-density separation

• Laplacian regularization

• Heuristic approaches

Algorithms / Reinforcement Learning

• Q Learning

• SARSA (State-Action-Reward-State-Action) algorithm

• Temporal difference learning

Algorithms / Data Mining Algorithms

• C4.5

• k-Means

• SVM

• Apriori

• EM

• PageRank

• AdaBoost

• kNN

• Naive Bayes

• CART

Algorithms / Deep Learning architectures

• Multilayer Perceptron

• Convolutional Neural Network (CNN)

• Recurrent Neural Network (RNN)

• Boltzmann Machines

• Autoencoder

• Generative Adversarial Network (GAN)

• Self-Organized Maps

• Transformer

• Conditional Random Field (CRF)

Journals, Publications and Magazines / Book Deals (Affiliated) 🛍

• ICML - International Conference on Machine Learning

• GECCO - The Genetic and Evolutionary Computation Conference (GECCO)

• epjdatascience

• Journal of Data Science - an international journal devoted to applications of statistical methods at large

• Big Data Research

• Journal of Big Data

• Big Data & Society

• Data Science Journal

• datatau.com/news - Like Hacker News, but for data

• Data Science Trello Board

• Medium Data Science Topic - Data Science related publications on medium

• Towards Data Science Genetic Algorithm Topic -Genetic Algorithm related Publications onTowards Data Science

• all AI news - The AI/ML/Big Data news aggregator platform

Newsletters / Book Deals (Affiliated) 🛍

• AI Digest. A weekly newsletter to keep up to date with AI, machine learning, and data science. Archive.

• The Analytics Engineering Roundup. A newsletter about data science. Archive.

Podcasts / Book Deals (Affiliated) 🛍

• Data Stories

• AI at Home

• AI Today

• Adversarial Learning

• Becoming a Data Scientist

• Chai time Data Science

• Data Crunch

• Data Engineering Podcast

• Data Science at Home

• Data Science Mixer

• Data Skeptic

• Datacast

• DataFramed

• DataTalks.Club

• Gradient Dissent

• Learning Machines 101

• Let's Data (Brazil)

• Linear Digressions

• Not So Standard Deviations

• O'Reilly Data Show Podcast

• Partially Derivative

• Superdatascience

• The Data Engineering Show

• The Radical AI Podcast

• The Robot Brains Podcast

• What's The Point

• How AI Built This

Presentations / Book Deals (Affiliated) 🛍

• How to Become a Data Scientist

• Introduction to Data Science

• Intro to Data Science for Enterprise Big Data

• How to Interview a Data Scientist

• How to Share Data with a Statistician (⭐6.3k)

• The Science of a Great Career in Data Science

• What Does a Data Scientist Do?

• Building Data Start-Ups: Fast, Big, and Focused

• How to win data science competitions with Deep Learning

• Full-Stack Data Scientist

YouTube Videos & Channels / Book Deals (Affiliated) 🛍

• What is machine learning?

• Andrew Ng: Deep Learning, Self-Taught Learning and Unsupervised Feature Learning

• Data36 - Data Science for Beginners by Tomi Mester

• Deep Learning: Intelligence from Big Data

• Interview with Google's AI and Deep Learning 'Godfather' Geoffrey Hinton

• Introduction to Deep Learning with Python

• What is machine learning, and how does it work?

• Data School - Data Science Education

• Neural Nets for Newbies by Melanie Warrick (May 2015)

• Neural Networks video series by Hugo Larochelle

• Google DeepMind co-founder Shane Legg - Machine Super Intelligence

• Data Science Primer

• Data Science with Genetic Algorithms

• Data Science for Beginners

• DataTalks.Club

• Mildlyoverfitted - Tutorials on intermediate ML/DL topics

• mlops.community - Interviews of industry experts about production ML

• ML Street Talk - Unabashedly technical and non-commercial, so you will hear no annoying pitches.

• Neural networks by 3Blue1Brown

• Neural networks from scratch by Sentdex

• Manning Publications YouTube channel

• Ask Dr Chong: How to Lead in Data Science - Part 1

• Ask Dr Chong: How to Lead in Data Science - Part 2

• Ask Dr Chong: How to Lead in Data Science - Part 3

• Ask Dr Chong: How to Lead in Data Science - Part 4

• Ask Dr Chong: How to Lead in Data Science - Part 5

• Ask Dr Chong: How to Lead in Data Science - Part 6

• Regression Models: Applying simple Poisson regression

• Deep Learning Architectures

Telegram Channels / Book Deals (Affiliated) 🛍

• Loss function porn — Beautiful posts on DS/ML theme with video or graphic visualization.

Hobby / Book Deals (Affiliated) 🛍

• Awesome Music Production (⭐718)

3. Awesome Zsh Plugins

Plugins / superconsole - Windows-only.

• fd (⭐3) - Use fzf (⭐52k) to browse directories.

• plenv (⭐0) - Plugin for the perl plenv (⭐493) version manager based on jenv.

• pyenv (twopizza9621536) (⭐0) - Based on the oh-my-zsh pyenv (⭐159k) plugin with modifications from the rbenv and jenv plugins.

4. Awesome Capacitor

Capawesome plugins

• Managed configuration (⭐5) - Capacitor plugin to access managed configuration settings.

5. Awesome Flame

App Releases / Board

• Chinese Checkers - Android, iOS - Play Chinese Checkers (Sternhalma), a popular strategy board game, online with friends/strangers or offline with bots. By Dong Digital.

App Releases / Casual

• Brick Mania - Android, iOS - A fantastic reinvention of the classic Brick Breaker game: relaxing and yet super satisfying. By Dong Digital.

App Releases / Educational

• Sky Academy - Android, iOS - Learn to recognize all the constellations and brightest stars from a gold medal winner of the International Astronomy Olympiad. By Dong Digital.

App Releases / Puzzle Games

• Sorting Puzzle - Android, iOS - Color sorting game reinvented: move and combine to solve puzzles. By Dong Digital.

6. Awesome Kotlin

Libraries/Frameworks / Misc

• nickhristov/krakdown (⭐12) - A native markdown parser written in Kotlin.

7. PlacesToPostYourStartup

Websites

• CtrlAlt.cc - https://ctrlalt.cc/

8. Free for Dev

DBaaS

• codehooks.io — JavaScript serverless API/backend and database service with functions, Mongdb-ish queries, key/value lookups, a job system and a message queue. 1 instance free per project, 5000 records and 5000 calls/month free, 3 developers included. No credit-card required.

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• Next: Oct 14, 2022