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Certificate · AL
PCEI – Certified Entry-Level AI Specialist with Python
OpenEDG Python Institute
Median earnings
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Cost
$69
Duration
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Completion
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PCEI validates foundational understanding of AI and machine learning through a Python-focused lens. This entry-level credential covers data handling, neural networks, generative AI, and responsible AI practices. No formal prerequisites exist, but basic Python, basic data analysis, and digital literacy at the PCEP and PCED level are recommended. The exam includes 36 questions in 60 minutes with a 75% passing score. Exam PCEI-30-0x.
Explain core AI concepts and subfields, including what AI systems can and cannot doIdentify what an AI solution requires and how its success will be measuredDifferentiate supervised, unsupervised, and reinforcement learning and describe the machine learning workflowRecognize common machine learning algorithm families and match them to problem typesImplement simple ML-style logic in Python such as rule-based classification, distance calculations, and clusteringEvaluate models using accuracy, precision, recall, and confusion matrices and recognize overfittingProcess, analyze, and prepare data for machine learning using Python and pandasCreate and interpret data visualizations with Matplotlib and assess data qualityDescribe neural network foundations and compare classical machine learning with deep learningExplain fundamentals of natural language processing and computer visionDescribe generative AI and large language models and apply basic prompt engineering techniquesIdentify ethical, safety, and security risks in AI use and apply responsible AI principlesExamine AI outputs critically for hallucinations and unsupported claimsPlan small AI projects by assessing opportunities, costs, and development stepsCollaborate on AI projects and communicate findings to technical and non-technical audiences