Att 2_Course Training Requirements.pdf

Enclosure (1)

Advanced Database Management

Requirement Description:

Detailed instruction on database planning and implementation that includes large data analytic structure, relational database design and development, and SQL implementation on big data and databases. Instruction will need to include fundamentals of entity relationship diagram development and critical tasks.

Associated T&R Event(s):

- 2652-DATA-2001: With the aid of references, mission tasking, a knowledge management plan, and a data flow management framework, conduct distributed database administration, to enable intelligence support to the information operations environment as directed by the commander.

- 2652-DATA-2005: With the aid of reference, mission tasking, a knowledge management plan, and a data flow management framework, provide data visualization in web services, to enable intelligence support to the information operations environment as directed by the commander.

(DS) Applied Data Science Techniques

Requirement Description:

A basic foundation in descriptive and inferential statistics, probability, analytic tools, and distribution focusing application to real data sets in a Python environment. Understanding how to leverage Python to handle complex mathematic/statistical operations.

- 2652-DATA-2002: With the aid of reference, mission tasking, a knowledge management plan, and a data flow management framework, employ data engineering techniques, to enable intelligence support to the information operations environment as directed by the commander.

- 2652-DATA-2003: With the aid of reference, mission tasking, a knowledge management plan, and a data flow management framework, conduct data intelligence analysis, to enable intelligence support to the information operations environment as directed by the commander.

- 2652-DATA-2006: With the aid of references, mission tasking, a knowledge management plan, and a data flow management framework, conduct machine learning model analysis, to enable intelligence support to the information operations environment as directed by the commander.

Python Programming

Requirement Description (3 courses total):

Initial Python:

Object oriented programming fundamentals using Python that include program construction, coding, algorithm development, coding, debugging, and documentation.

Intermediate Python:

Build on fundamentals going into more detail and complexity of object oriented programming principles and advanced programming concepts using Python and hands on coding/programming. Emphasis on OOD/OOP concepts such as classes, inheritance, polymorphism, OO design patterns, UML, best practices, code reusability, and exploration of Python modules.

Advanced Python:

Adding an in depth understanding of Python libraries supporting data analysis, visualization and the web. Marines will need to understand concepts of data exploration, cleaning, analyzation, and visualization; while working with Python libraries publishing to local or web hosted servers.

USMC 2652 instructors are available to administer practical application and proctor exams after class hours in order to maximize instruction time. In order to provide the maximum amount of time for practical application and lecture, there will be no examinations during class hours. This method should allow students to gain an additional 4-6 class periods with academia Professor(s). This method facilitates Professor instruction of more robust curriculum.

- 2652-DATA-2002: With the aid of reference, mission tasking, a knowledge management plan, and a data flow management framework, employ data engineering techniques, to enable intelligence support to the information operations environment as directed by the commander.

- 2652-DATA-2003: With the aid of reference, mission tasking, a knowledge management plan, and a data flow management framework, conduct data intelligence analysis, to enable intelligence support to the information operations environment as directed by the commander.

- 2652-DATA-2004: With the aid of reference, mission tasking, a knowledge management plan, and a data flow management framework, develop data intelligence reports, to enable intelligence support to the information operations environment as directed by the commander.

- 2652-DATA-2005: With the aid of reference, mission tasking, a knowledge management plan, and a data flow management framework, provide data visualization in web services, to enable intelligence support to the information operations environment as directed by the commander.

SQL

Marines need a working introductory knowledge of commands, functions and operators used in SQL that facilitate data extraction from databases. Practical application across VMs and cloud infrastructure is supportive of target T&R events.

management plan, and a data flow management framework, conduct distributed database administration, to enable intelligence support to the information operations environment as directed by the commander.

- 2652-DATA-2002: With the aid of reference, mission tasking, a knowledge management plan, and a data flow management framework, employ data engineering techniques, to enable intelligence support to the information operations environment as directed by the commander.

Machine Learning

Requirement Description (2 courses total):

Initial Machine Learning:

Marines need working knowledge of basic theory, applications, and algorithms of machine learning and artificial intelligence that focus on feature engineering and artificial intelligence.

Intermediate Machine Learning:

Building on those basics, going deeper into the topics of feature engineering, supervised learning, unsupervised learning, and artificial intelligence facilitate execution of associated T&R;

while practical application utilizing cloud infrastructure supports that same end.

- 2652-DATA-2006: With the aid of references, mission tasking, a knowledge management plan, and a data flow management framework, conduct machine learning model analysis, to enable intelligence support to the information operations environment as directed by the commander.

- 2652-DATA-2001: With the aid of references, mission tasking, a knowledge management plan, and a data flow management framework, conduct distributed database administration, to enable intelligence support to the information operations environment as directed by the commander.

- 2652-DATA-2002: With the aid of reference, mission tasking, a knowledge management plan, and a data flow management framework, employ data engineering techniques, to enable intelligence support to the information operations environment as directed by the commander.

- 2652-DATA-2006: With the aid of references, mission tasking, a knowledge management plan, and a data flow management framework, conduct machine learning model analysis, to enable intelligence support to the information operations environment as directed by the commander.

(DA) Data Analytics

Requirement Description:

Executing broad survey of big data and data analytics including descriptive statistics, basic data analysis, common data extraction/translation/ loading methods and tools, data visualizations, as well as machine learning (supervised and unsupervised). Using Python environment supports the T&R events and other 2652 POI training goals of object oriented programming and meet complex mathematical and statistical operations.

management plan, and a data flow management framework, conduct distributed database administration, to enable intelligence support to the information operations environment as directed by the commander.

- 2652-DATA-2002: With the aid of reference, mission tasking, a knowledge management plan, and a data flow management framework, employ data engineering techniques, to enable intelligence support to the information operations environment as directed by the commander.

- 2652-DATA-2006: With the aid of references, mission tasking, a knowledge management plan, and a data flow management framework, conduct machine learning

Linux system administration

Installing, configuring, and administration of Linux as the OS for an information system as both a network client and workstation.

management plan, and a data flow management framework, conduct distributed database administration, to enable intelligence support to the information operations environment as directed by the commander.

- 2652-DATA-2006: With the aid of references, mission tasking, a knowledge management plan, and a data flow management framework, conduct machine learning