Key Points

References

Key Concepts

Data Architecture

m Data Architecture

Database Mgt

m Database

Data models - relational

m MySQL overview

m MySQL Workbench

m IBM i and Z Solutions & Services

Data models - document

m Data CouchDb

m MongoDb usage basics

m MongoDB

Data services

m Data Services Concepts

m Apache Data Services

Data pipelines

m Apache Data Services

Data Messaging

m Apache Kafka

m Messaging

i Message Services

Data analytics

i Data Analytics

m Analytics & BI tools

More Google Analytics

m BIRT Analytics

m Microsoft Analytics

Embedded Data Analytics

Data visualization

Automation with 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

Machine Learning, Data Science Topics and Math

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/

DataCamp Tensorflow Tutorial
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

Codefinity Skills Recommendations >> Data Engineer

Potential Challenges

Candidate Solutions

Step-by-step guide for Example

sample code block

Recommended Next Steps

Related articles