Corporate AI & Technology Training Catalog

Hands-on workshop on building an end-to-end Retrieval-Augmented Generation (RAG) chatbot using LangChain, covering document chunking, embeddings, vector databases, and a Gradio interface.

3 hours

Live Course

6 modules

Hands-on workshop on building a Multimodal RAG system with LangChain to extract, embed, and query text, tables, and images from complex PDF documents.

3 hours

Live Course

6 modules

RAG & Enterprise Knowledge Systems Retrieval-Augmented Generation (RAG) Fundamentals RuneLab Academy · 12 hours

Hands-on fundamentals for building an end-to-end RAG system over enterprise documents: ingestion, chunking, embeddings, vector retrieval, grounded prompting with citations and baseline evaluation.

12 hours

Live Course

6 modules

RAG & Enterprise Knowledge Systems Embeddings and Semantic Search Engineering RuneLab Academy · 12 hours

Deep dive into dense, sparse (SPLADE/BM25), Matryoshka and late-interaction (ColBERT) embeddings, Turkish/multilingual retrieval quality, domain adaptation and semantic search engineering.

12 hours

Live Course

6 modules

RAG & Enterprise Knowledge Systems Vector Database Architectures: pgvector, Milvus, FAISS, Weaviate and Pinecone RuneLab Academy · 18 hours

Engineering deep dive into ANN indexing (HNSW, IVF, DiskANN, PQ) and vector databases (pgvector, Milvus, Weaviate, FAISS, Pinecone), covering filtered search, multi-tenancy and capacity planning.

18 hours

Live Course

6 modules

RAG & Enterprise Knowledge Systems Data Preparation, Document Parsing and Chunking for RAG RuneLab Academy · 12 hours

Parsing complex PDFs, tables and scanned enterprise documents with Docling, Unstructured and VLMs, and applying structural, semantic, parent-child and contextual chunking for high-recall RAG.

12 hours

Live Course

6 modules

RAG & Enterprise Knowledge Systems Citations, Grounding and Hallucination Control in RAG Systems RuneLab Academy · 12 hours

Engineering RAG systems for strict grounding, verifiable inline citations, conflict resolution across sources, calibrated abstention when evidence is missing and automated faithfulness verification.

12 hours

Live Course

6 modules

Enterprise RAG architectures covering BM25-dense hybrid retrieval, ColBERT, neural reranking, self-correcting Agentic RAG, GraphRAG, Text-to-SQL, and GPU-accelerated serving.

12 hours

Live Course

10 modules

RAG & Enterprise Knowledge Systems Hybrid Search and Reranking for High-Precision RAG RuneLab Academy · 12 hours

Boosting RAG retrieval precision and recall by combining BM25/SPLADE lexical search with dense vectors via RRF, query rewriting (multi-query, HyDE) and cross-encoder or ColBERT reranking.

12 hours

Live Course

6 modules

RAG & Enterprise Knowledge Systems Metadata Architecture and Permission-Aware Retrieval in RAG RuneLab Academy · 12 hours

Designing metadata schemas, dynamic filter extraction and RBAC/ABAC/ReBAC security-trimmed retrieval so enterprise RAG assistants never leak unauthorized documents.

12 hours

Live Course

6 modules

RAG & Enterprise Knowledge Systems Agentic RAG: Multi-Step, Corrective and Adaptive Retrieval Architectures RuneLab Academy · 12 hours

Building Agentic RAG systems with LangGraph that plan sub-queries, route across heterogeneous data sources, grade retrieved evidence, self-correct queries (CRAG/Self-RAG) and bound latency.

12 hours

Live Course

6 modules

RAG & Enterprise Knowledge Systems GraphRAG and Knowledge-Graph-Enhanced Retrieval Systems RuneLab Academy · 12 hours

Combining knowledge graphs (Neo4j, property graphs), entity-relationship extraction, community summaries (Microsoft GraphRAG) and vector search to answer multi-hop and corpus-wide enterprise queries.

12 hours

Live Course

6 modules

RAG & Enterprise Knowledge Systems RAG Evaluation and Quality Assurance: Golden Datasets, LLM-as-a-Judge and CI/CD RuneLab Academy · 12 hours

Replacing ”vibe checks” in RAG with systematic evaluation: golden dataset curation, synthetic test generation, RAGAS/DeepEval/Promptfoo pipelines, CI/CD quality gates and production monitoring.

12 hours

Live Course

6 modules

RAG & Enterprise Knowledge Systems Retrieval and Generation Metrics for RAG Systems RuneLab Academy · 12 hours

Hands-on programme covering information retrieval metrics (Recall@k, Precision@k, MRR, NDCG@k) and generation metrics (Faithfulness, Answer Relevance, Context Precision, Citation F1) with statistical testing.

12 hours

Live Course

6 modules

RAG & Enterprise Knowledge Systems Production RAG Architecture: Scaling, Freshness, Security and Operations RuneLab Academy · 12 hours

Scaling RAG from prototype to production: event-driven incremental ingestion, zero-downtime re-indexing, multi-tier caching, security controls, latency SLAs and LLMOps observability.

12 hours

Live Course

6 modules

RAG & Enterprise Knowledge Systems Building an Enterprise Knowledge Assistant: Architecture and Implementation RuneLab Academy · 12 hours

End-to-end engineering programme for building an enterprise knowledge assistant across SharePoint, Confluence, Jira and internal docs with multi-turn memory, citations, permissions and feedback loops.

12 hours

Live Course

6 modules

RAG & Enterprise Knowledge Systems Text-to-SQL and Conversational Analytics over Enterprise Databases RuneLab Academy · 12 hours

Engineering Text-to-SQL and conversational analytics systems that translate natural-language business questions into accurate SQL queries, tables and charts over PostgreSQL, BigQuery, Snowflake and SQL Server.

12 hours

Live Course

6 modules

RAG & Enterprise Knowledge Systems Semantic Layers and Governed Metric Definitions for Text-to-SQL and AI Analytics RuneLab Academy · 12 hours

Preventing inconsistent numbers in AI analytics by grounding LLMs in a governed semantic layer (Cube, dbt Semantic Layer, YAML metric definitions, canonical joins and business glossaries).

12 hours

Live Course

6 modules