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Artificial Intelligence vs RAG (Retrieval-Augmented Generation)

Both are taught at techcadd. Here is how they differ on level, tools, projects and where each one can take you.

Side by side

The differences at a glance

FeatureArtificial IntelligenceRAG (Retrieval-Augmented Generation)
LevelIntermediateAdvanced
Duration6–9 Months2 Months
Who can joinNo prior coding experience; basic school-level maths (percentages, simple algebra)Open to any stream; no machine learning background needed. Python basics are taught from scratch
Key toolsPython, Jupyter Notebook, Google Colab, NumPy, pandas, MatplotlibPython, Jupyter, VS Code, Git and GitHub, OpenAI, Anthropic Claude
What you’ll learnModule 1: Python for AI · Module 2: Data Handling and Maths Essentials · Module 3: Data Analysis and Visualisation · Module 4: Machine LearningModule 1: Foundations of LLMs and RAG · Module 2: Python for AI Applications · Module 3: Document Processing and Chunking · Module 4: Embeddings and Vector Databases
Portfolio projects——
Career rolesAI/ML trainee, Data analyst, Junior data scientistRAG developer, LLM application developer, AI engineer
Which to pick

Choose the one that fits your goal

Pick Artificial Intelligence if…

Begin with Python and the essential maths, then move into machine learning, deep learning, natural language processing and generative AI, applying each concept through hands-on projects.

  • Write Python code to clean, analyse and visualise data
  • Build, train and evaluate machine learning and deep learning models
  • Work with text data and use pre-trained language models
Explore Artificial Intelligence

Pick RAG (Retrieval-Augmented Generation) if…

Build AI assistants that answer accurately from your own documents, websites and databases.

  • Explain how RAG works and when to use it instead of fine-tuning
  • Process messy real-world documents and choose sensible chunking and embedding settings
  • Build and tune a retrieval pipeline with hybrid search and reranking
Explore RAG (Retrieval-Augmented Generation)

Still deciding between the two?

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