Generative AI & Autonomous AI Agents
Master Prompt Engineering, Large Language Models (LLMs), LangChain, Vector Databases, Retrieval-Augmented Generation (RAG), and build production-ready autonomous multi-agent systems.
What You Will Master
Designed by Silicon Valley industry leads to take you from foundational AI principles to building custom autonomous AI pipelines.
Zero-shot, Few-shot, Chain-of-Thought prompting, and PEFT/LoRA model tuning.
Vector embeddings, Pinecone/ChromaDB indexing, and contextual query retrieval.
Build goal-oriented agents using LangChain, CrewAI, AutoGen, and tool integrations.
Containerize models with Docker, FastAPI, and deploy onto AWS Bedrock / Azure AI.
Curriculum & Weekly Syllabus
Comprehensive modular breakdown tailored for real-world enterprise engineering.
- Transformer Architectures, Tokenization, and Attention Mechanisms
- In-Context Learning, Few-Shot, ReAct Framework
- API Integration: OpenAI GPT-4o, Anthropic Claude, Google Gemini
- Mitigating Hallucinations & Output Guardrails
- LCEL (LangChain Expression Language) Pipelines
- Memory Models, Chat History Buffers, and Callbacks
- Document Loaders, Text Splitters, and Markdown Parsers
- Embeddings (OpenAI ada-002, HuggingFace BGE)
- Vector Stores: Pinecone, ChromaDB, Weaviate, Milvus
- Hybrid Search, Re-ranking algorithms, and Context Compression
- Autonomous Agents with Tool Calling & Web Search capabilities
- Hierarchical & Sequential Multi-Agent orchestration
- Human-in-the-loop workflows and task delegation
- FastAPI Wrapper & Streaming Responses
- LangSmith & Prompt Versioning/Evaluation
- Deploying Scalable AI Services on AWS Cloud
Live Enterprise Projects
Build actual production systems to showcase directly on your GitHub and resume.
Enterprise Document RAG Assistant
Build a multimodal chatbot that ingests 500+ PDF manuals and answers queries with exact page citations and zero hallucination.
Autonomous Financial Research Agent
A multi-agent CrewAI system that scours live stock feeds, aggregates SEC filings, and drafts automated PDF investment memos.
AI Customer Support Agent with Tools
An autonomous voice/text support agent integrated with SQL database APIs to process live returns, refunds, and ticket escalations.
Custom Code-Review Bot on GitHub
CI/CD automated agent that evaluates pull requests, identifies vulnerabilities, and posts inline refactoring suggestions.
Tools & Frameworks Covered
Industry-standard tech stack used by leading AI engineering teams globally.
Upgrade Your Skills with Related Tech Tracks
Seamlessly transition into AWS cloud architecture, DevOps automation, and full-stack software development.
Microsoft Azure Solutions
Virtual networks, AKS clusters, ARM templates, Entra ID, and cloud automation.
View Syllabus →Full-Stack Web Development
Build scalable web applications with React, Node.js, Next.js, modern SQL/NoSQL databases, and cloud APIs.
View Syllabus →Java Software Engineering
Master Java 21+, Spring Boot 3 microservices, Kafka event streams, Hibernate JPA, and cloud containerization.
View Syllabus →Generative AI & AI Agents
Master prompt architecture, fine-tuning LLMs, multi-agent swarms, vector retrieval, and custom AI tools.
View Syllabus →DevOps & DevOps with AI
Master CI/CD pipelines, Terraform IaC, Kubernetes, GitOps, and AI-driven automated SRE workflows.
View Syllabus →AWS Cloud & DevOps Architecture
Scalable cloud infrastructure, Docker containerization, Kubernetes clusters, CI/CD pipelines, and Terraform.
View Syllabus →SAP S/4HANA Finance (FICO)
Master general ledger, accounts payable/receivable, asset accounting, and cost controlling in S/4HANA.
View Syllabus →SAP MM (Materials Management)
Learn procurement, inventory management, vendor evaluation, and material valuation processes.
View Syllabus →SAP SD (Sales & Distribution)
Master order-to-cash cycles, pricing procedures, billing, and customer master data management.
View Syllabus →SAP PP (Production Planning)
Learn demand management, MRP, production orders, and shop floor control in S/4HANA.
View Syllabus →SAP EWM (Extended Warehouse Management)
Master warehouse structures, inbound/outbound processes, and advanced storage and picking strategies.
View Syllabus →SAP PS (Project System)
Learn project structuring, WBS elements, network planning, budgeting, and project cost control.
View Syllabus →Microsoft Azure Solutions
Virtual networks, AKS clusters, ARM templates, Entra ID, and cloud automation.
View Syllabus →Full-Stack Web Development
Build scalable web applications with React, Node.js, Next.js, modern SQL/NoSQL databases, and cloud APIs.
View Syllabus →Java Software Engineering
Master Java 21+, Spring Boot 3 microservices, Kafka event streams, Hibernate JPA, and cloud containerization.
View Syllabus →Generative AI & AI Agents
Master prompt architecture, fine-tuning LLMs, multi-agent swarms, vector retrieval, and custom AI tools.
View Syllabus →DevOps & DevOps with AI
Master CI/CD pipelines, Terraform IaC, Kubernetes, GitOps, and AI-driven automated SRE workflows.
View Syllabus →AWS Cloud & DevOps Architecture
Scalable cloud infrastructure, Docker containerization, Kubernetes clusters, CI/CD pipelines, and Terraform.
View Syllabus →SAP S/4HANA Finance (FICO)
Master general ledger, accounts payable/receivable, asset accounting, and cost controlling in S/4HANA.
View Syllabus →SAP MM (Materials Management)
Learn procurement, inventory management, vendor evaluation, and material valuation processes.
View Syllabus →SAP SD (Sales & Distribution)
Master order-to-cash cycles, pricing procedures, billing, and customer master data management.
View Syllabus →SAP PP (Production Planning)
Learn demand management, MRP, production orders, and shop floor control in S/4HANA.
View Syllabus →SAP EWM (Extended Warehouse Management)
Master warehouse structures, inbound/outbound processes, and advanced storage and picking strategies.
View Syllabus →SAP PS (Project System)
Learn project structuring, WBS elements, network planning, budgeting, and project cost control.
View Syllabus →