“Intellectual growth should commence at birth and cease only at death.”
Albert Einstein
Recommended websites and books for Data science
Learning Statistics Online
Learning Statistics Online
Learning Statistics Online
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Data Science books
Learning Statistics Online
Learning Statistics Online
* Data Science for Business: What You Need to Know about Data Mining and .. by Foster Provost and Tom Fawcett
* Data Mining Techniques by Michael Berry and Gordon Linoff
* Data Mining Cookbook by Olivia Parr Rud
* Competing on Analytics by Thomas Davenport
* Statistics for Management by Richard Levin and David Rubin
* Statistics for Business and Economics by Anderson, Sweeney & Williams W
R Programming
Learning Statistics Online
* Data Manipulation in R by Phil Spector
* R Cookbook by Oreilly
* An Introduction to Statistical Learning with Application in R by Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani
Learning Business Intelligence from scratch
Deep Learning Resources
Additional Resources
Practice Datasets
Machine Learning Models deployment
https://www.analyticsvidhya.com/blog/2017/09/machine-learning-models-as-apis-using-flask/
https://medium.com/@ernest.bonat/using-c-to-run-python-scripts-with-machine-learning-models-a82cff74b027
https://cloudxlab.com/blog/deploying-machine-learning-model-in-production/
Code for Deployment :
https://github.com/cloudxlab/ml/tree/master/projects/deploy_mnist
Additional references,
https://www.activestate.com/blog/how-deploy-machine-learning-models-net-environment/
https://towardsdatascience.com/a-simple-way-to-deploy-any-machine-learning-model-106d463e9a4b
https://www.freecodecamp.org/news/a-beginners-guide-to-training-and-deploying-machine-learning-models-using-python-48a313502e5a/
Top 15 data science certifications
- Applied AI with DeepLearning, IBM Watson IoT Data Science Certificate
- Certified Analytics Professional (CAP)
- Cloudera Certified Associate: Data Analyst
- Cloudera Certified Professional: CCP Data Engineer
- Data Science Council of America (DASCA)
- Dell EMC Data Scientist Associate (EMCDSA)
- Dell EMC Data Scientist Advance Analytics Specialist (EMCDS)
- HDP Data Science
- IBM Certified Data Architect
- Microsoft MCSE: Data Management and Analytics
- Microsoft Certified Azure Data Scientist Associate
- Microsoft Professional Program in Data Science
- SAS Certified Advanced Analytics Professional
- SAS Certified Big Data Professional
- SAS Certified Data Scientist
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