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Epsilon AI Academy · Interactive learning

Master AI Through Interactive Exploration

Visualize, experiment, and truly understand Artificial Intelligence, Data Science, Machine Learning, Deep Learning, Generative AI, and AI Agents.

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Generative AI

RAG Simulator

Retrieval-Augmented Generation feeds a language model relevant passages before it answers. Tune the knobs and watch the same question swing from grounded to confidently wrong.

Question Retrieval Context LLM Answer

Question: Which Epsilon AI Academy certificate should a beginner start with to become a Data Analyst?

Knowledge base

  • CDAP — Data Analyst gold

    CDAP (Certified Data Analyst Professional, 108h) is the entry data-analyst certificate, covering Excel, Power BI, Tableau, and SQL.

  • Analyst learning path gold

    The data-analyst path runs CDAP → CPDAP → CBAAP: start with analytics fundamentals, add Python, then business analysis.

  • CPDAP — Python

    CPDAP (Certified Python Data Analyst, 84h) adds Python, exploratory data analysis, and data preprocessing after CDAP.

  • Accreditation

    Epsilon AI Academy certificates are accredited (ISO 21001, IACET, EGAC) and recognized by employers across the region.

  • CDSP — Data Scientist

    CDSP (Certified Data Scientist Professional, 108h) is an advanced track in Python, machine learning, and model deployment.

  • CGAIP — Generative AI

    CGAIP (Certified Generative AI Professional, 76h) covers LLMs, LangChain, RAG, and multi-agent systems for experienced engineers.

  • Campus locations

    Epsilon operates from Cairo, Riyadh, Dubai, and Delaware, with live-virtual cohorts open to learners worldwide.

Generated answer Grounded

Start with CDAP (Certified Data Analyst Professional, 108h) — Excel, Power BI, Tableau, and SQL. Then continue along the path CDAP → CPDAP (Python) → CBAAP (business analysis).

Faithfulness 100%
80

Embedding quality. Low quality ranks by surface keywords instead of meaning.

30

Minimum score to enter context. Too high and the model is starved of evidence.

Smaller chunks retrieve more passages; larger chunks retrieve fewer but longer ones.

Both gold passages are in context and no distractors slipped in — the answer is fully grounded.

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