🎓 INDUSTRY & CAMPUS TECHNICAL WORKSHOPS

Hands-on Technical Bootcamps & College Workshops

Select a domain from our workshop catalog below to inspect full curriculum highlights, key gains, non-editable certificate templates, and booking routing.

WORKSHOP DOMAIN CATALOG (1 of 5)
Top Requested by Universities2 Days • 16 Hours Bootcamp📍 On-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.

Target Audience:Engineering Students, CS/IT Faculty, Developers
Generative AI, Agentic Workflows & LLM Engineering
Domain: Generative AI & LLMs

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 community

Step-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 Preview

Official JCRM Verified Certificate awarded to every participant upon workshop completion.

🔒 Protected Template Preview (Non-Editable)
VERIFIED JCRM CERTIFICATE TEMPLATE
NOT FOR INDIVIDUAL DOWNLOAD
JCRM
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
Want to host this workshop at your campus or company?Direct booking lead routed to JCRM Founder via WhatsApp.