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MindLeap AI MindLeap AI
Intermediate Level

Agentic AI with Lang Chain and Lang Graph

★ 4.8 (300 learners) 60 hrs total 12 modules 2 capstones
Amazon Bedrock LangChain LangGraph CrewAI AutoGen OpenAI +1 more
Only 7 seats left · Next batch starts 15 Aug 2026
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60 hrs
of content
12 modules
in curriculum
18 projects
hands-on builds
Intermediate
difficulty

Curriculum covers

Frameworks you'll master

7 tools & frameworks
Amazon Bedrock LangChain LangGraph CrewAI AutoGen OpenAI ChatGPT

Course Curriculum

12 modules · 60 hours · 24 live sessions

Generative AI Basics 2 sessions
  • What is Generative AI and how it differs from traditional AI
  • Overview of foundation models and large language models
  • Use cases: text, image, code, and multimodal generation
  • Introduction to OpenAI, Anthropic, Google and open-source models
  • Hands-on: Calling GPT-4 via API and exploring responses
LLM Introduction & Basics 2 sessions
  • How LLMs work: transformers, attention, and pre-training
  • Tokens, context windows and temperature settings
  • Prompt design fundamentals — zero-shot, few-shot, chain-of-thought
  • Model selection: GPT-4o vs Claude vs Gemini vs open-source
  • LLM limitations: hallucinations, knowledge cutoff, reasoning gaps
LangChain Introduction & Setup 2 sessions
  • What is LangChain and why it matters for agentic apps
  • Installing LangChain and configuring API keys
  • LangChain components: Models, Prompts, Chains, Memory, Tools
  • First LangChain application — chaining a simple prompt
  • GIST of LangChain Application architecture
Chains — Basic to Advanced 2 sessions
  • LLMChain, SequentialChain and RouterChain
  • Building reusable chain templates with PromptTemplate
  • Chaining multiple LLM calls with output parsers
  • LangChain Expression Language (LCEL) for composing chains
  • Streaming responses with LCEL
Callbacks (Function Calling) 1 sessions
  • AsyncIteratorCallbackHandler
  • AsyncFinalIteratorCallbackHandler
  • FinalStreamingStdOutCallbackHandler
  • LoggingCallbackHandler
  • Building custom callbacks for monitoring and debugging
Memory 1 sessions
  • ConversationBufferMemory and ConversationSummaryMemory
  • ConversationBufferWindowMemory for long chats
  • Entity memory and Knowledge Graph memory
  • Persisting memory with Redis or databases
  • LangChain Memory Module Concept in-depth
Retrieval Augmented Generation (RAG) 3 sessions
  • What is RAG and why it outperforms fine-tuning for private data
  • Embeddings, vector representations and similarity search
  • Vector databases: Pinecone, Chroma, FAISS, Weaviate
  • Building a Chat-with-PDF app end-to-end
  • Building a Documentation Assistant (Embeddings + RetreivalQA + Memory)
  • Advanced RAG: re-ranking, hybrid search and chunking strategies
Agents 2 sessions
  • What are AI Agents — Planning, Tools and Actions
  • LangChain Agent types: ReAct, OpenAI Functions, Structured Chat
  • Defining custom tools and connecting agents to real APIs
  • Agent memory and multi-step reasoning loops
  • ICE Breaker Real-World Generative AI Application
  • Building a slim ChatGPT Code Interpreter with Advanced Agents
Indexing API 1 sessions
  • LangChain Indexing API for document management
  • Avoiding duplicate content in vector stores
  • Incremental indexing and delta updates
  • Combining the Indexing API with RAG pipelines
  • LangChain Data Connection Module concepts
LangSmith 1 sessions
  • Introduction to LangSmith for observability and debugging
  • Tracing LLM calls, chains and agent runs
  • Evaluating LLM outputs with LangSmith datasets
  • Setting up feedback loops and human-in-the-loop review
  • Using LangSmith in production monitoring
LangGraph & Agentic Orchestration 3 sessions
  • LangGraph: stateful, cyclical agent graphs
  • Building multi-agent collaboration workflows with LangGraph
  • AI Agent Planning Capability Demo
  • AI Agents — Guardrails and Communication
  • Agentic AI Design Patterns: Reflection, Tool, Planning, Multi-Agent
  • Top frameworks for AGENTIC AI Workflows
Multi-Agent Frameworks 3 sessions
  • AutoGen — multi-agent conversation framework by Microsoft
  • CrewAI — role-based low-code agent collaboration
  • AutoGPT — autonomous goal-oriented agent
  • IBM BEE Agent Framework
  • N8N Workflow — no-code agentic automation
  • Amazon Bedrock Multi-Agent Framework

Hands-on learning

What you'll build

2 industry capstone projects · built from scratch · yours to keep

01

Intelligent Documentation Generator

Build an end-to-end AI agent that auto-generates product manuals, release notes, and FAQs from raw technical content — with version management, multi-format publishing, and semantic search.

LangChain OpenAI GPT-4 Chroma FastAPI LangSmith
02

Legal Contract Review & Analysis System

A multi-agent system that scans contracts for risks, summarises case law, drafts legal templates, validates regulatory compliance, and maintains a searchable legal knowledge base.

LangGraph CrewAI OpenAI Pinecone LangSmith

Plus 16 guided mini-projects across the curriculum — Q&A bots, resume screeners, SQL helpers, and more.

Batch Schedule

⚡ Seats filling fast — only 7 remaining across all batches

Available Batches
Batch Type Schedule Duration Next Start Date Availability
Weekend Sat & Sun, 10am–1pm 10 weeks 15 Aug 2026 Available
Weekday Mon–Fri, 7–9pm 8 weeks 17 Aug 2026 Available
Fast-track Mon–Sun, 6 hours/day 2 weeks 24 Aug 2026 Available

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