Data_Science.md

Data Science Resources

• Convert PyTorch model to ONNX format (blog) https://michhar.github.io/convert-pytorch-onnx/

• Top 100 Data science interview questions http://nitin-panwar.github.io/Top-100-Data-science-interview-questions/?utm_campaign=News&utm_medium=Community&utm_source=DataCamp.com

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

• Practical Debugging for Data Science Medium https://towardsdatascience.com/practical-debugging-for-data-science-fd744c21f332

• Amazon books https://www.amazon.com/s?rh=n%3A6361574011%2Cp_36%3A0-0%2Cp_20%3AEnglish&s=review-rank&lo=image&utm_medium=ios_app&utm_name=iossmf&utm_source=share

• resources collection https://github.com/frontbench-open-source/Data-Science-Free

• The_Friendly_Data_Science_Handbook

• Learning Path: Your Data Science Journey https://www.superdatascience.com/paths

• Data_Science_Cheatsheet

• Becoming a Self-Taught Data Scientist Medium https://towardsdatascience.com/becoming-a-self-taught-data-scientist-5563f546bb7b

• Data project checklist https://www.fast.ai/2020/01/07/data-questionnaire/

• Introduction to Python for Data Science Medium https://medium.com/@vibusquet/introduction-to-python-for-data-science-fde60c2f1327

Here's an ultimate data science starter kit:

1. Foundational Skills

• Intro to Python https://lnkd.in/grCsv8v
• Intro to R https://lnkd.in/gKFiDZn
• Data Wrangling Pydata (90min) https://lnkd.in/gEhF3-W
• EDA (20min video) https://lnkd.in/gT8_RKh
• Stats/Prob (Khan Academy) https://lnkd.in/gsyGpVu

2. Technical Skills

• Data Gathering- Why API Medium https://lnkd.in/gvahtsN
• Intro to SQL https://lnkd.in/giWs-3N
• Complete SQL Bootcamp https://lnkd.in/gsgf_fF
• Data Visualization Medium https://lnkd.in/g3FSRgY
• Machine Learning A-Z https://lnkd.in/gXqdBsQ

3. Business Skills

• Communication - Data Storytelling https://lnkd.in/gtiCSNT
• Business Analytics- Geckoboard https://lnkd.in/g2X-Xtp

4. Extra Skills

• NLP - How to solve 90% of NLP https://lnkd.in/gh8bKe4
• Recommendation Systems - Spotify https://lnkd.in/gH2GQKu
• Time Series Analysis - Complete Guide https://lnkd.in/gFZU2Rb

5. Practice

• Projects/Competitions - Kaggle Kernels https://www.kaggle.com/
• Problem Solving Challenges - HackerRank https://lnkd.in/g9Ps2cb

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Data Governance

1. On a first glance, it could be Front-end Standards (Lifecycle) "IBM data value chain" https://www.ibmbigdatahub.com/blog/understanding-data-value-chain
2. The EIMInstitute.., way off from core features but good for understanding bits-and-pieces EIMInstitute http://www.eiminstitute.org/resource-portals/folder_listing http://www.eiminstitute.org/resource-portals/meta-data-management/ http://www.eiminstitute.org/resource-portals/enterprise-architecture http://www.eiminstitute.org/resource-portals/data-warehousing http://www.eiminstitute.org/resource-portals/data-governance-stewardship http://www.eiminstitute.org/resource-portals/data-quality/
3. Information Value Chain https://www.iotcentral.io/blog/the-information-value-chain
4. Deep dive into standards https://dama.org/browse-chapters END. Last one should have some pick n mix:

• TDAN.com
• DATAVERSITY
• searchdatamanagement.techtarget.com
• MIKE2 Information Governance

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• Data Science Tutorial (212 Tutorials) https://lnkd.in/fFkUuKV

• Explaining Data Science Process https://lnkd.in/fMHtxYP

• Data Science to answer Why https://lnkd.in/f396Dqg

• Know data science use case on Marketing https://lnkd.in/fUDGAQW

• Know data science use case on Retail https://lnkd.in/fihPTJf

• Hadoop Tutorial (277 Tutorials) https://lnkd.in/fGufcQm

• DATA MINING: Practical Machine Learning Tools and Techniques https://www.cs.waikato.ac.nz/ml/weka/book.html