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Key Points


References

Reference_description_with_linked_URLs__________________________Notes_______________________________________________________________




https://www.datacamp.com/community/blog/how-a-baby-boomer-
became-a-data-scientist-at-60?fbclid=IwAR1HpN5_dHcE_b1U1oLQQf8hMMym0Gg0uHJt
TJJrZLOOXdY_xIyarVALctw
How I became a data scientist using DataCamp


Data Visualization








Data Analytics






Databases








Data pipelines













Key Concepts


Data Architecture


Database Mgt


Data models - relational


Data models - document


Data services


Data pipelines


Data analytics


Embedded Data Analytics


Data visualization


Automation wth Data streams and events



Key Topics To Review



Spring MVC for Web apps


https://skywebteam.atlassian.net/wiki/spaces/KHUB/pages/43188275/More+Design
data power
t.keras
t.tensorflow
t.kubeflow
t.beam
t.spark
t.hadoop hive, pig, yarn
apache.data.pipelines


t.git
rabbit mq
dmxs ingestion, authn, notifications
angular v react
aws svcs
azure svcs
ibm svcs


mit cre
https://drive.google.com/open?id=1iZAZI_TT8h2Hn20hfoRtdAo7O92769Kk

https://www.datacamp.com/courses/preparing-for-statistics-interview-questions-in-python?fbclid=IwAR29QSzZqoJEaarVtOoSRimPGOFbPbVYGLQ3j2nyqt4PZ74AmkcJqILip94



Key Topics To Test


t.liberty was, mq
t.grails web app
t.grails rest services
t.mean crud tutorial
t.nodejs websockets
t.java - lambda, modules, sockets, streams
t.gds from excel
t.soap ws ex
t.rest ws ex
t.rest-swagger
https://dzone.com/articles/rest-api-your-guide-to-getting-started-quickly


https://beginnersbook.com/java-tutorial-for-beginners-with-examples/
https://www.guru99.com/java-tutorial.html



Key Topics to Learn


groovy data analytics
cloudera studio
javascript
mean
grails mean
grails web
hlf v1.42 vinblock
hlf cello
hlf explorer
security tools
id mgt
couchdb fmr and spark
activemq tutorial
loopback tutorial
datapower tutorial
rest tutorial


python for java
python pandas data mgt sql
scala for java


circleci
spock, geb
cucumber
webdriver


aws iaas
aws paas

azure basics



javascript + nodejs

https://ultimatecourses.com/course/javascript-basics

mern.tutorials>


java

java 9 - functions, streams
https://www.linkedin.com/learning/functional-programming-with-streams-in-java-9


https://github.com/mahoney1/animaltracking
vscode ibm ext tutorial


SQL
decision making in SQL
https://www.datacamp.com/courses/data-driven-decision-making-with-sql?fbclid=IwAR3VigcfAPan2YO93aHESCUhsBuO-5X82WvZQ6ImKy57TPVHzgvEgZ_cPYI


Groovy data science


grails.tutorials?
- gorm, rest, web

spring.rest tutorial

spring.soap tutorial

grails or groovy dsl examples


ML basics
https://blog.quantinsti.com/machine-learning-basics/


ML stacks overview
file:///C:/Users/Jim%20Mason/Google%20Drive/_docs/howto/data/mlearn/machine-learning-ebook-sp-2018-mldd1.pdf


ML frameworks
https://www.datasciencecentral.com/profiles/blogs/open-source-deep-learning-frameworks-and-visual-analytics?fbclid=IwAR02cHiqQ3NAcsnKIGNa7n-ouA2ff2UXcPhUB65ItwyH1sf-dSspr4Lf7cw


basic ML course
http://ciml.info/


https://www.datacamp.com/community/tutorials/tensorflow-tutorial?fbclid=IwAR0URwoao2mQbnnEmNI7SVpwa_HHuIE7QgnS_xhPLrkLiu_b6JiXuwpfuBs


Keras

keras tutorial
https://www.datacamp.com/community/tutorials/deep-learning-python?fbclid=IwAR0Rpwnc1RXNnZD5-OIVzavVrJLltp2nXPQbBn0SXylWZgnSWd3bAiv6a3Y


keras cheatsheet
https://www.datacamp.com/community/blog/keras-cheat-sheet?fbclid=IwAR2QtF003lszLTaxtFAmnak6sfO7rDhRYnm9wucopu0H7iLIebC5OWOPj6U


ML with Spark
https://www.datacamp.com/courses/machine-learning-with-apache-spark?fbclid=IwAR0WDX88iei7UEsrKtIi3Af6UL4PQ7V6W47oEeY5HwnCduWJ_GCB9zKffK4


R

https://www.datacamp.com/courses/feature-engineering-in-r?fbclid=IwAR00Zh638VSf3M-GryPoV98tHYE3yvo3wPqJmbKYufHSbnNsI3lZ01qvG9Q


kafka - confluent docs ..
https://docs.confluent.io/current/release-notes/index.html


blockchain

ibm vs code ext - cpaper

ibm vs code ext - animal tracking

composer

v1.4x

qldb
https://pages.awscloud.com/rs/112-TZM-766/images/2019_0708-BLC_Slide-Deck.pdf?mkt_tok=eyJpIjoiTkdNell6RTNabVV6TldJeCIsInQiOiJWVmlScEhvZmhwMVArZER4TEgrQm42WDBxMWJJb29wUFUzWm5RWk5TU2ZldHF0V05GTkpRZk9hQU5cLzlyUVp0YjNGYkVLSnJ6c3BcLzFQNXB6ZzREeURjWWlhT3BDSzRWdkdkVklIVzNSTW9aZWZSRHpTVVFyT1wvY09ycFVDNm85VHlmOHNjQ1wvVjdsSlNPMENZMmlVc0tBPT0ifQ%3D%3D


spring restful services
https://www.linkedin.com/learning/creating-your-first-restful-spring-boot-microservice-with-jpa

24 hours 7/31

Course description
Turbocharge your back-end Java RESTful API development with Spring Boot and Spring Data technologies. This course is intended for experienced Java developers who want to rapidly build microservices that connect with relational databases via the Java Persistence API (JPA). Here, Mary Ellen Bowman walks you through a step-by-step process for building a microservice with an exposed RESTful API featuring HATEOAS, paging, sorting, and CrudRepository interfaces. Learn about technologies such as Spring Boot, Spring Data JPA, Spring Data REST, and Spring Web MVC @RestController, and see how they all come together into smart and elegant solutions. As a wrap-up, Mary Ellen guides developers in choosing between the Spring Data REST and REST controllers when exposing more complex services.





Potential Value Opportunities



Potential Challenges



Candidate Solutions



Step-by-step guide for Example



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