Datascience, Big Data, Analytics and Visualization Learning Guide

By pjain      Published Jan. 14, 2020, 2:18 a.m. in blog AI-Analytics-Data   

=== DataSci Learning Guide

DataSci 101

PY DataSci 101

Probability 101


Bayesian Analysis

DataSci Mgt

=== DataSci Ops Engineering, Cleanup, Analysis, ETL

  • GoodOvw> Dealing with a Mess Packtpub> Data Analysis with R

Python Data Analysis Cookbook: ProQuest Tech Books


Data Layer, Modelling, ETL

Data Cleanup

EZ non-SQL Data Agg, Schema Mapping, Versioning

  • Data aggregation that brings together data from across the company for use by all business units.

  • EZ of Data Agg/Model

    Tableau Powerful but PROBLEM> may not work for each organization. It costs a considerable measure to execute and keep up, and you do need to know (or have somebody available who knows) how to run SQL inquiries for redid work processes. Domo has advantage greater part of this associated information is then made accessible in a visual manager that disposes of the requirement for unique coding learning from any individual who communicates with the information.

Database Support - Multiple, ORM

Apache Superset speaks many SQL dialects through SQLAlchemy, a Python ORM that is compatible with most common databases. Look for the availability of a SQLAlchemy dialect for your database to find out whether it will work with Superset

  • Standard adapters > eg Domo boasts over 500 data connections that update in real-time

Custom adapters

> eg Domo allows extensibility through SKD and Design Studio for custom connections.

ETL Greenplum/Teradata access -> fetch data into DataViz tool

Data Schema Mapping

Secure Data Access, BE Interfaces

An extensible, high granularity security model allowing intricate rules on who can access which product features and datasets. Integration with major authentication backends (database, OpenID, LDAP, OAuth, REMOTE_USER, ...)

r BIG Data Analytics, BI, ETL

Using Python for the Cloud and Big Data Analytics



Data Mining

Learning Data Mining with Python: ProQuest Tech Books

Mastering Data Mining with Python – Find patterns hidden in your data: ProQuest Tech Books

  • Mastering Data Mining With Python Find Patterns Hidden in your Data : Learn How to Create More Powerful Data Mining Applications With This Comprehensive Python Guide to Advance Data Analytics Techniques By Squire, Megan Book - 2016

Recommendations & Persoanlization

  • From Practical Data Science Cookbook

==== Big data Use Cases, Theory, Apps

Examples of Big Data

Combining the benefits of online learning and the power of the hashing trick.

Biz Apps & Decisions

Statistics for Big Data For Dummies: ProQuest Tech Books

Beyond Basic Statistics: Tips, Tricks, and Techniques Every Data Analyst Should Know: ProQuest Tech Books

Translating Statistics to Make Decisions: A Guide for the Non-Statistician: ProQuest Tech Books



  • A Primer on Recommendation Systems 2016

==== Analytics 101 !PRIO

r Analytics

  • django-analytical - Integrates analytics services with a generic interface, templates stay clean.

  • Foundations for Analytics With Python By Brownley, Clinton W. 2016 cu BOOK

Analytics High End VIZ - Tableau

  • Tableau Mastering Tableau

Predictive Analytics and Control

  • CU Predictive Control

  • Learning Predictive Analytics With Python !PRIO Gain Practical Insights Into Predictive Modelling by Implementing Predictive Analytics Algorithms on Public Datasets With Python By Kumar, Ashish eBook - 2016

  • Mastering Predictive Analytics With Python Exploit the Power of Data in your Business by Building Advanced Predictive Modeling Applications With Python By Babcock, Joseph eBook - 2016

  • R: Predictive Analysis

Analytics Tool chains

---- VIZ


Authoring, Metadata > Viz

A lightweight semantic layer, allowing to control how data sources are exposed to the user by defining dimensions and metrics

A state of the art SQL editor/IDE exposing a rich metadata browser, and an easy workflow to create visualizations out of any result set.

An intuitive interface to explore and visualize datasets, and create interactive dashboards.

--- Reporting, AutoViz and Analysis

Time Series Analysis



Comment 1 by supreme new york June 6, 2020, 1:03 a.m.

My husband and i have been now ecstatic Chris managed to carry out his inquiry from your ideas he made using your web site. It's not at all simplistic to simply find yourself giving freely information which people could have been making money from. And we all understand we have the website owner to give thanks to because of that. The illustrations you have made, the simple site menu, the friendships you help to engender - it is many overwhelming, and it's helping our son and the family imagine that this matter is exciting, which is especially vital. Thanks for all the pieces!
supreme new york [url=]supreme new york[/url]

Comment 2 by yeezys June 10, 2020, 7:48 p.m.

Thank you for all of your efforts on this web site. Kim really likes setting aside time for investigation and it's obvious why. Many of us hear all concerning the dynamic mode you convey both interesting and useful tactics by means of this website and even foster contribution from other individuals on this situation so our daughter is undoubtedly studying so much. Enjoy the remaining portion of the new year. You are doing a fantastic job.

Comment 3 by christian louboutin outlet June 15, 2020, 11:04 p.m.

My wife and i got really contented when Ervin could do his survey through the precious recommendations he got using your web site. It is now and again perplexing to simply possibly be freely giving guidance many others have been making money from. And we also fully grasp we have you to be grateful to for this. The type of explanations you have made, the simple blog navigation, the relationships your site help to foster - it is all astonishing, and it is aiding our son in addition to our family understand the subject matter is brilliant, and that is exceptionally indispensable. Thank you for everything!
christian louboutin outlet

Comment 4 by yeezy June 19, 2020, 12:08 a.m.

I'm writing to make you understand what a really good encounter my friend's daughter enjoyed going through yuor web blog. She noticed several pieces, with the inclusion of what it is like to have an excellent helping mood to make many more very easily thoroughly grasp certain specialized things. You really exceeded readers' expected results. Thanks for distributing those beneficial, trustworthy, educational and also easy tips about that topic to Kate.

Comment 5 by nike air max 90 June 26, 2020, 5:48 p.m.

I not to mention my friends were found to be looking at the excellent advice on your web page then instantly I got an awful suspicion I never thanked you for those techniques. These ladies are actually totally joyful to read all of them and have now really been having fun with these things. Many thanks for genuinely really helpful and also for picking out some incredible tips most people are really eager to understand about. My sincere regret for not expressing gratitude to you sooner.
nike air max 90

Comment 6 by off white jordan 1 June 29, 2020, 5:45 p.m.

I must show appreciation to this writer for bailing me out of such a instance. Just after researching throughout the the net and coming across tricks which are not pleasant, I figured my entire life was well over. Existing without the solutions to the problems you've resolved by means of your entire guideline is a critical case, and the kind which might have in a negative way affected my career if I had not encountered your site. That mastery and kindness in maneuvering almost everything was tremendous. I don't know what I would have done if I hadn't come across such a point like this. It's possible to at this point look forward to my future. Thanks a lot so much for your expert and effective guide. I won't be reluctant to refer your blog to any individual who needs care about this situation.
off white jordan 1

Comment 7 by nike air max 270 July 2, 2020, 4:17 a.m.

I'm commenting to let you know of the terrific experience my princess went through studying your webblog. She figured out so many pieces, with the inclusion of what it's like to possess an ideal teaching character to let other individuals really easily learn about a number of hard to do subject areas. You truly did more than our desires. Thanks for presenting such good, trusted, educational and as well as cool thoughts on that topic to Sandra.
nike air max 270

Add new comment

Similar posts

Politics and Social Networks

Markov Models Quickstart

Monte Carlo Models, Chains and Monte Carlo Simulation

Sales, Marketing and AI