CompTIA DataAI Training

Course Duration

5 Days

Audience

Employees of federal, state and local governments; and businesses working with the government.

Prerequisites

A minimum of five years of hands-on experience as a data scientist or equivalent knowledge is strongly recommended.

Course Description

The CompTIA DataAI exam (DY0-001) was developed to meet an industry need and bridge gaps in training and knowledge for data science professionals. This 5-day course validates that successful candidates can properly utilize and analyze vast amounts of data, extract meaning, and generate actionable insights. Based on extensive input from experienced data scientists, topics include data science operations, statistical and mathematical methods, machine learning, deep learning, model evaluation, and specialized data science applications.

Learning Objectives

• Understand and implement data science operations and processes
• Apply mathematical and statistical methods including data processing, statistical modeling, linear algebra, and calculus concepts
• Apply machine learning models and understand deep learning concepts
• Utilize appropriate analysis and modeling methods and make justified model recommendations
• Demonstrate understanding of industry trends and specialized data science applications
• Prepare for and pass the CompTIA DataAI (DY0-001) certification exam

Course Outline

1.0 – Illustrating the Data Science Lifecycle

2.0 – Analyzing Business Problems

3.0 – Collecting Data

4.0 – Cleaning and Preparing Data

5.0 – Describing Data Features

6.0 – Exploring Data

7.0 – Navigating the Model Selection Process

8.0 – Employing Machine Learning Methods

9.0 – Experimenting with Deep Learning

10.0 – Evaluating and Refining Data Models

11.0 – Communicating for Business Impact

12.0 – Deploying Data Models

13.0 – Discovering Specialized Data Science Applications

Practice Test

• CompTIA DataAI DY0-001 practice exam

Frequently Asked Questions