Data Science

News

• Hacker News
• DataTau

Introduction

• Data Science Cheat Sheet
  1. Hardware
  2. Linux environment on Windows laptop
  3. Basic UNIX commands
  4. Scripting language
  5. Python, R, Hadoop and SQL
  6. Advanced Excel
  7. Visualization
  8. Machine Learning
  9. Projects
  10. Data Sets
  11. Miscellaneous
• Data science Python notebooks
  • Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.
• TensorFlow curriculums
• Comprehensive list of data science resources

Python

• A Complete Tutorial to Learn Data Science with Python from Scratch
• Python Pandas Tricks

Projects

• Tag: Data Science (987)
• 11 Popular Data Science Projects For Aspiring Data Scientists
• What are some good data science projects?
• What are some great final year project ideas in Data Mining, NLP, Machine Learning, Data Analytics for a Btech, CSE student?
• 30 Amazing Machine Learning Projects for the Past Year (v.2018)
• https://exascale.info/projects/student/

Github Awesome List

• Awesome Deep Learning
• Deep-Learning-Papers-Reading-Roadmap
• awesome-datascience
• free-data-science-books

Data Scientist

• 40 Techniques Used by Data Scientists
• How can I become a data scientist? by William Chen
• What are the best, insightful blogs about data, including how businesses are using data?

Datasets

• Cancer Imaging

Dataset Finders:

• Google Dataset Search (beta)

• The 50 Best Public Datasets for Machine Learning

• fast.ai Datasets
  • image classification
  • NLP
  • image localisation
• Kaggle
• UCI
• AWS Opendata Registry
• Awesome Public Datasets
• Skymind.ai
• Forbes
• DataHub
• KDnuggets
• Sajari
• r/datasets

Data Portals

Global

• DataPortals: meta-database with 524 data portals
• OpenDataSoft: a map with more than 2600 data portals
• Knoema: home to nearly 2.5-billion time series data of 1000 topics from more than 1000 sources

News Data

• FiveThirtyEight

• BuzzFeedNews/everything

• The 50 Best Public Datasets for Machine Learning
• The 50 Best Free Datasets for Machine Learning
• Some datasets for teaching data science
• Data Sources for Cool Data Science Projects: Part 1
• 18 places to find data sets for data science projects
• A Plethora of Data Set Repositories

Neural Networks

• Hacker’s guide to Neural Networks
• Getting to ml

Time Series

• 11 Classical Time Series Forecasting Methods in Python (Cheat Sheet)
• Understanding LSTM Networks

Blogs

• What are the best, insightful blogs about data, including how businesses are using data?
• TDS Team Selections

AI Toolkit

• Google AI

Machine Learning

• Jason’s Machine Learning 101

  • [Youtube: But what is a Neural Network?

    Deep learning, chapter 1](https://www.youtube.com/watch?v=aircAruvnKk)

  • Google Docs: Face2Face GAN - PGH Machine Learners 2017-07-27
  • AI Experiments
  • Activation Function
• Ritchie Ng
• Machine Learning Blogs
• Machine Learning with R: An Irresponsibly Fast Tutorial

Deep Learning

• Deep Learning with Data Science Experience

Statistics

• Data science concepts you need to know! Part 1

Story-telling

• Data Storytelling: The Ultimate Collection of Resources

Data Visualisation

• Flowing Data
• http://ramiro.org/
• 9 Powerful Data Visualizations That Could Change Your View of the World

Shell Scripting

• Bash Guide for Beginners
• Advanced Bash-Scripting Guide
• Linux Shell Scripting Tutorial v1.05r3 A Beginner’s handbook

Anomaly

• Anomaly