Articles – Data science

Here you will see articles related to data science. If you have any suggestion on this topic (article, website or want to start a conversation), please feel free to comment below.

Data Science Articles


Counting the Countless – Why data science is a profound threat for queer people

https://reallifemag.com/counting-the-countless/

Designer’s Field Guide to Data

https://medium.com/salesforce-ux/designers-field-guide-to-data-a573693cdea8

[Guide] Building Data Science Web Application with React, NodeJS, and MySQL

https://towardsdatascience.com/guide-building-data-science-web-application-with-react-nodejs-and-mysql-1c55416ff0fb

The Data Science Bubble

https://towardsdatascience.com/the-data-science-bubble-99fff9821abb

The New Age of Data Science

https://towardsdatascience.com/the-new-age-of-data-science-725c7b27ac08

Data Science for Startups: Deep Learning

https://towardsdatascience.com/data-science-for-startups-deep-learning-40d4d8af8009

Data Science for Startups: Model Services

https://towardsdatascience.com/data-science-for-startups-model-services-2facf2dde81d

How to land a Data Scientist job at your dream company — My journey to Airbnb

https://towardsdatascience.com/how-to-land-a-data-scientist-job-at-your-dream-company-my-journey-to-airbnb-f6a1e99892e8

A Gentle Introduction to Data Science for Credit Risk Modeling — Part 1

https://towardsdatascience.com/an-intro-to-data-science-for-credit-risk-modelling-57935805a911

A Gentle Introduction to Credit Risk Modeling with Data Science — Part 2

https://towardsdatascience.com/a-gentle-introduction-to-credit-risk-modeling-with-data-science-part-2-d7b87806c9df

Curious About How To Be A Data Scientist? Hear From A Netflix Data Scientist

https://towardsdatascience.com/a-peek-into-a-netflix-data-scientists-day-66bf3dacabb9

5 Free Tools to Make Data Science Easier

https://blog.brainstation.io/5-free-tools-to-make-data-science-easier/

 

Data Science Tutorials/Courses


DataCamp tutorials

https://www.datacamp.com/community/tutorials

End-to-end data science – Brandon Rohrer

https://www.udemy.com/courses/search/?src=ukw&q=%22Brandon+Rohrer%22

 

 

Machine Learning Articles


Can Users Control and Understand a UI Driven by Machine Learning?

https://www.nngroup.com/articles/machine-learning-ux/

Automated Machine Learning on the Cloud in Python

https://towardsdatascience.com/automated-machine-learning-on-the-cloud-in-python-47cf568859f

Machine Learning Kaggle Competition Part One: Getting Started

https://towardsdatascience.com/machine-learning-kaggle-competition-part-one-getting-started-32fb9ff47426

Detecting Financial Fraud Using Machine Learning: Winning the War Against Imbalanced Data

https://towardsdatascience.com/detecting-financial-fraud-using-machine-learning-three-ways-of-winning-the-war-against-imbalanced-a03f8815cce9

A Complete Machine Learning Project Walk-Through in Python: Part One

https://towardsdatascience.com/a-complete-machine-learning-walk-through-in-python-part-one-c62152f39420

A Complete Machine Learning Walk-Through in Python: Part Two

https://towardsdatascience.com/a-complete-machine-learning-project-walk-through-in-python-part-two-300f1f8147e2

A Unified Tool for the Education of Humans and Machines

https://towardsdatascience.com/a-unified-tool-for-the-education-of-humans-and-machines-63bd7d271e6f

Machine Learning is Fun! Part 1

https://medium.com/@ageitgey/machine-learning-is-fun-80ea3ec3c471

Machine Learning is Fun! Part 2

https://medium.com/@ageitgey/machine-learning-is-fun-part-2-a26a10b68df3

Machine Learning is Fun! Part 3: Deep Learning and Convolutional Neural Networks

https://medium.com/@ageitgey/machine-learning-is-fun-part-3-deep-learning-and-convolutional-neural-networks-f40359318721

Machine Learning is Fun! Part 4: Modern Face Recognition with Deep Learning

https://medium.com/@ageitgey/machine-learning-is-fun-part-4-modern-face-recognition-with-deep-learning-c3cffc121d78

Machine Learning is Fun Part 5: Language Translation with Deep Learning and the Magic of Sequences

https://medium.com/@ageitgey/machine-learning-is-fun-part-5-language-translation-with-deep-learning-and-the-magic-of-sequences-2ace0acca0aa

Machine Learning is Fun Part 6: How to do Speech Recognition with Deep Learning

https://medium.com/@ageitgey/machine-learning-is-fun-part-6-how-to-do-speech-recognition-with-deep-learning-28293c162f7a

Machine Learning is Fun Part 7: Abusing Generative Adversarial Networks to Make 8-bit Pixel Art

https://medium.com/@ageitgey/abusing-generative-adversarial-networks-to-make-8-bit-pixel-art-e45d9b96cee7

Machine Learning is Fun Part 8: How to Intentionally Trick Neural Networks

https://medium.com/@ageitgey/machine-learning-is-fun-part-8-how-to-intentionally-trick-neural-networks-b55da32b7196

Human-Centered Machine Learning

https://medium.com/google-design/human-centered-machine-learning-a770d10562cd

 

 

Machine Learning Tutorials/Courses


Machine Learning Crash Course

https://developers.google.com/machine-learning/crash-course/

Machine Learning Tutorials – DataCamp (search by query: machine learning)

https://www.datacamp.com/community/tutorials

 

 

Neural Networks Articles


“WTH does a neural network even learn?” — A newcomer’s dilemma

https://towardsdatascience.com/wth-does-a-neural-network-even-learn-a-newcomers-dilemma-bd8d1bbbed89

Researchers Move Closer to Completely Optical Artificial Neural Network

https://www.osa.org/en-us/about_osa/newsroom/news_releases/2018/researchers_move_closer_to_completely_optical_arti/

 

 

Tensorflow Articles


Analyze a Soccer game using Tensorflow Object Detection and OpenCV

https://towardsdatascience.com/analyse-a-soccer-game-using-tensorflow-object-detection-and-opencv-e321c230e8f2

Kubeflow: Automating Deployment of TensorFlow Models on Kubernetes

https://www.altoros.com/blog/kubeflow-automating-deployment-of-tensorflow-models-on-kubernetes/

What is the TensorFlow machine intelligence platform?

https://opensource.com/article/17/11/intro-tensorflow

TensorFlow – An open-source machine learning framework for everyone.

https://medium.com/tensorflow

TensorFlow — A hands-on approach

https://towardsdatascience.com/tensorflow-a-hands-on-approach-8614372f021f

 

 

Tensorflow Tutorials/Courses


TensorFlow Tutorial For Beginners

https://www.datacamp.com/community/tutorials/tensorflow-tutorial

First Steps with TensorFlow: Toolkit

https://developers.google.com/machine-learning/crash-course/first-steps-with-tensorflow/toolkit

 

 

Data visualization Articles


Information is beautiful

https://informationisbeautiful.net/

W. E. B. Du Bois’ staggering Data Visualizations are as powerful today as they were in 1900

https://towardsdatascience.com/w-e-b-du-bois-staggering-data-visualizations-are-as-powerful-today-as-they-were-in-1900-64752c472ae4

Inclusive Color Sequences for Data Viz in 6 Steps

https://medium.com/design-ibm/inclusive-color-sequences-for-data-viz-in-6-steps-712869b910c2

A Guide to Data Visualization—Comparison Part 1

https://uxdesign.cc/guide-to-data-visualization-comparison-part-1-678382ceef00

A Guide to Data Visualization — Comparison Part 2

https://medium.muz.li/a-guide-to-data-visualization-comparison-part-2-80b99b91e461

Your Friendly Guide to Colors in Data Visualisation

https://blog.datawrapper.de/colorguide/index.html

From data to viz

https://www.data-to-viz.com/

Data Visualization — Best Practices and Foundations

https://uxplanet.org/data-visualization-best-practices-and-foundations-48f4a08d354e

Visualization

https://towardsdatascience.com/data-visualization/home

Chartopedia – Your guide for choosing the right chart types

https://www.anychart.com/chartopedia/usage-type/

 

Deep Learning Articles


Newbie’s guide to Deep Learning

https://towardsdatascience.com/newbies-guide-to-deep-learning-6bf601c5a98e

Bringing black and white photos to life using Colourise.sg — a deep learning colouriser trained with old Singaporean photos

https://blog.data.gov.sg/bringing-black-and-white-photos-to-life-using-colourise-sg-435ae5cc5036

Deep Learning for Recommender Systems

https://ebaytech.berlin/deep-learning-for-recommender-systems-48c786a20e1a

What’s New in Deep Learning Research: Reinforcement Learning with Infinite Agents Using Mean Field Games

https://towardsdatascience.com/whats-new-in-deep-learning-research-reinforcement-learning-with-infinite-agents-using-mean-field-65044838905d

Deep Learning on the Edge

https://towardsdatascience.com/deep-learning-on-the-edge-9181693f466c

Getting started with reading Deep Learning Research papers: The Why and the How

https://towardsdatascience.com/getting-started-with-reading-deep-learning-research-papers-the-why-and-the-how-dfd1ac15dbc0

 

 

Data Science Cheatsheet


Data Science Cheat Sheet

https://github.com/abhat222/Data-Science–Cheat-Sheet

Cheat Sheets for AI, Neural Networks, Machine Learning, Deep Learning & Big Data

https://becominghuman.ai/cheat-sheets-for-ai-neural-networks-machine-learning-deep-learning-big-data-678c51b4b463

Essential Cheat Sheets for Machine Learning and Deep Learning Engineers

https://startupsventurecapital.com/essential-cheat-sheets-for-machine-learning-and-deep-learning-researchers-efb6a8ebd2e5

Datacamp cheatsheets –  Data science

https://www.datacamp.com/community/data-science-cheatsheets

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