CertNexus AIP-210 Exam Collection - CertNexus Certified Artificial Intelligence Practitioner (CAIP)

Updated: Sep 07, 2025
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CertNexus AIP-210 Exam Syllabus Topics:

TopicDetails
Topic 1
  • Recognize relative impact of data quality and size to algorithms
  • Engineering Features for Machine Learning
Topic 2
  • Address business risks, ethical concerns, and related concepts in training and tuning
  • Work with textual, numerical, audio, or video data formats
Topic 3
  • Understanding the Artificial Intelligence Problem
  • Analyze the use cases of ML algorithms to rank them by their success probability
Topic 4
  • Identify potential ethical concerns
  • Analyze machine learning system use cases
Topic 5
  • Design machine and deep learning models
  • Explain data collection
  • transformation process in ML workflow

Reference: https://certnexus.com/certified-artificial-intelligence-practitioner-caip/

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