Resources

Quick Reads - Towards Data Science

• Towards Data Science

  1. Exploratory Data Analysis:

     • "Exploratory Data Analysis... A Topic that is Neglected in Data Science Projects," by Sunil Kumar

     • "A Complete Exploratory Data Analysis and Visualization for Text Data" by Susan Li

     • Exploratory Data Analysis Ideas for Image Classification by Eunjoo Byeon

     • A Complete Guide to Exploratory Data Analysis and Data Cleaning by Nick Vega

     • Exploring the Coronavirus Dataset by Sadrach Pierre

  2. Top AI Algorithms in Healthcare by Sciforce

  3. Your Guide to Natural Language Processing (NLP) by Diego Lopez Yse

  4. Predicting the Presence of Heart Disease using Machine Learning by Karan Bhanot

  5. Using Deep Learning for Finger Based Biometric Authentication by Ling Jin

Other Resources

1. Reference Textbooks:

   • Data Science from Scratch by Joel Grus (Available Online)

   • Data Mining: Concepts and Techniques by Jiawen Han (Available Online)

   • Pattern Recognition and Machine Learning by Christopher Bishop (Available Online)

2. Relevant Websites and Blogs

   • Towards Data Science (https://towardsdatascience.com/)

   • Kaggle (https://www.kaggle.com/datasets)

   • Top 20 Data Science YouTube Channels You Should Subscribe to in 2020 by Benedict Neo.

   • Top 20 Website for Machine Learning and Data Science in 2020 by Benedict Neo.

   • 15 Open Datasets for Healthcare by ODSC

3. Keshav 2007: How to Read a Paper, ACM SIGCOMM Computer Communication Review, 37 (3), 83 -84.

4. Writing Your Own Paper

   • Lahr 2017: Writing a Publishable Paper

   • Google Scholar (useful to search the literature)

   • Overleaf (useful for collaborative paper writing in LaTex)