AI Engineer Bootcamp
Deep technical track for learners who want to fine-tune, evaluate, and deploy modern AI systems with strong engineering rigor.
Duration
60 days
Price
INR 24,999
Language
Telugu & English
Audience
Engineers and advanced learners targeting AI engineer and LLM engineer roles.
Next Batch
To be announced
What you'll learn
Understand transformer internals and tokenization deeply
Fine-tune models with LoRA and QLoRA
Design robust RAG pipelines and evaluate model quality
Deploy model APIs and production interfaces with LLMOps practices
Full Curriculum
Week 1
Foundations
Transformers and attention mechanism
Tokenization deep dive (BPE, WordPiece)
Open vs closed model ecosystem choices
HuggingFace hubs and Ollama local testing
Python + PyTorch essentials
Week 2
Datasets
Dataset quality and fit for fine-tuning
Collection, cleaning, and formatting
Instruction dataset formats (Alpaca, chat, ShareGPT)
Advanced prompt structure for training
Dataset versioning with HuggingFace
Week 3
Fine-Tuning with PEFT
Why PEFT over full fine-tuning
LoRA: rank, alpha, target modules
QLoRA 4-bit workflows
Hands-on fine-tuning Llama/Mistral
Base vs fine-tuned evaluation
Week 4
Advanced Fine-Tuning
RLHF concepts and production context
DPO practical workflow
Avoid catastrophic forgetting
Model merging strategies
Quantization and GGUF
Week 5
RAG + Evaluation
FAISS/Chroma/Pinecone comparisons
LangChain/LlamaIndex RAG pipelines
Agentic RAG patterns
RAGAS and benchmark-style evaluation
When to use base vs fine-tuned vs RAG
Week 6
Agents on Top of Your Model
LangGraph conditional and stateful logic
CrewAI orchestration
Memory systems in agent stacks
MCP + A2A integration patterns
Tool use for real-world tasks
Week 7
Guardrails, LLMOps & Deployment
Output validation and safety
Monitoring, logging, and versioning
Deploy on HuggingFace Spaces
Build model APIs with FastAPI
Streamlit/Gradio product interfaces
Week 8
Capstone
End-to-end project with fine-tuning + RAG + agent layer
Profile-based assignment and architecture
Cohort demo day presentation
Why this bootcamp
Live Instruction
Real-time classroom with your cohort, not pre-recorded videos.
Mentorship
Direct access to instructors who actively ship AI in production.
Projects
Build real systems week 1. Capstone project ready for your portfolio.
Next batch will be announced soon
Join the waitlist for AI Engineer Bootcamp and we'll email you when enrollment opens.
Have questions? Get in touch