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CertNexus AIP-210 Exam Syllabus Topics:
| Topic | Details |
|---|
| Topic 1 | - Identify potential ethical concerns
- Analyze machine learning system use cases
|
| Topic 2 | - Recognize relative impact of data quality and size to algorithms
- Engineering Features for Machine Learning
|
| Topic 3 | - Address business risks, ethical concerns, and related concepts in training and tuning
- Work with textual, numerical, audio, or video data formats
|
| Topic 4 | - Understanding the Artificial Intelligence Problem
- Analyze the use cases of ML algorithms to rank them by their success probability
|
| Topic 5 | - Train, validate, and test data subsets
- Training and Tuning ML Systems and Models
|
| Topic 6 | - 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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