CompTIA Private

CompTIA DataAI (CTIA_DATA_AI)

5 days
CompTIAAIData

Prepare for the CompTIA DataAI exam by mastering the data science lifecycle, data prep, ML and deep learning basics, model evaluation, and deployment.

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  • Private class for your team
  • Live expert instructor
  • Online or on‑location
  • Customizable agenda
  • Proposal turnaround within 1–2 business days
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Course Overview

This course helps data science professionals prepare for the CompTIA DataAI exam, built around real-world scenarios and industry-validated objectives. You will review the end-to-end data science lifecycle—framing business problems, collecting and preparing data, selecting and evaluating models, and communicating results—so you can extract meaning from data and deliver actionable insights.

Course Benefits

  • Understand and apply the data science lifecycle, operations, and processes
  • Apply mathematical and statistical methods, including concepts related to data processing and cleaning, statistical modeling, linear algebra, and calculus
  • Select appropriate analysis and modeling methods and make justified model recommendations
  • Employ machine learning methods and explain core deep learning concepts
  • Evaluate and refine data models to improve results
  • Communicate findings for business impact and support model deployment
  • Recognize industry trends and specialized data science applications

Delivery Methods

Private Class
Delivered for your team at your site or online.

Course Outline

  1. Illustrating the Data Science Lifecycle
  2. Analyzing Business Problems
  3. Collecting Data
  4. Cleaning and Preparing Data
  5. Describing Data Features
  6. Exploring Data
  7. Navigating the Model Selection Process
  8. Employing Machine Learning Methods
  9. Experimenting with Deep Learning
  10. Evaluating and Refining Data Models
  11. Communicating for Business Impact
  12. Deploying Data Models
  13. Discovering Specialized Data Science Applications
  14. CompTIA DataAI DY0-001 Practice Test

Class Materials

Each student receives a comprehensive set of materials, including course notes and all class examples.

Class Prerequisites

Experience in the following would be useful for this CompTIA class:

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

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