Generative AI & LLMsGenerative AI, Agentic Workflows & LLM Engineering
Top Requested by Universities2 Days • 16 Hours BootcampOn-Campus / Hybrid / Live Online
Generative AI, Agentic Workflows & LLM Engineering
Master Transformer models, Retrieval-Augmented Generation (RAG) with Vector DBs, LangChain multi-agent workflows, and open-source LLaMA 3 fine-tuning.
Track: Generative AI & LLMsBooking Open
Target AudienceEngineering Students, CS/IT Faculty, Developers
Key Student Takeaways & Workshop Gains
✓
Build production RAG pipelines with Pinecone & Qdrant vector databases✓
Develop autonomous multi-agent systems using LangChain & LlamaIndex✓
Fine-tune Open-Source LLMs (LLaMA 3, Gemma, Mistral) on custom datasets✓
Implement structured output parsing & prompt injection defense guardrails✓
Deploy AI Agent microservices using FastAPI, Docker & Cloud GPUs✓
Receive 100% Verified JCRM Workshop Certificate & Project Code Repository✓
Hands-on live coding with 1-on-1 mentor assistance✓
Post-workshop access to JCRM AI developer Discord communityStep-by-Step Hands-On Curriculum Sessions
Day 1 - Morning
Session 1: LLM Architecture, Embeddings & RAG Fundamentals
- Understanding Transformer Self-Attention & Tokenization
- Dense Vector Embeddings & Vector Search (Cosine Similarity)
- Building a RAG Pipeline with PyPDF & Pinecone Vector Database
- Hands-on Lab: Custom Knowledge Base Q&A Chatbot
Day 1 - Afternoon
Session 2: LangChain & LlamaIndex Agentic Frameworks
- Agent Tool Calling & External API Execution
- Multi-Agent Collaboration & Supervisor Architecture
- Stateful Agent Memory (Short-term vs Long-term Persistence)
- Hands-on Lab: Automated Research Agent with Web Search
Day 2 - Morning
Session 3: Open-Source LLM Fine-Tuning & Quantization
- Parameter-Efficient Fine-Tuning (PEFT / LoRA / QLoRA)
- Data Preparation & Instruction Tuning Datasets
- Model Quantization (GGUF, AWQ, 4-bit / 8-bit precision)
- Hands-on Lab: Fine-Tuning LLaMA 3 on Custom Domain Data
Day 2 - Afternoon
Session 4: AI Agent Security, MLOps & Production Cloud Deployment
- Prompt Injection Attacks & Guardrails (NeMo Guardrails / Guidance)
- FastAPI Microservice Wrapping & Docker Containerization
- Deploying Inference Endpoints to AWS / Cloud GPU Instances
- Certificate Distribution & Industry Project Hackathon Showcase
Verified Participation Certificate
Awarded to each participant upon successful hands-on project completion.
VERIFIED JCRM CERTIFICATE TEMPLATE
NOT FOR INDIVIDUAL DOWNLOAD
NOT FOR INDIVIDUAL DOWNLOAD
JCRM TECHNOLOGIESVERIFIED ACADEMIC & INDUSTRY CERTIFICATION
VERIFICATION CODEJCRM-CERT-2026-AI89
Certificate of Participation
This is proudly presented to certify that
SAMPLE / PARTICIPANT NAME
has successfully completed the intensive hands-on technical workshop on
Generative AI, Agentic Workflows & LLM Engineering
ISSUE DATE2026 Batch
OFFICIALSEAL
AUTHORIZED SIGNATUREJCRM Academic Directorate
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