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Name: AI AGENT DEVELOPER
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✅Best AI AGENT DEVELOPER Training Institute [Top-Rated & Certified]

COURSE CURRICULUM

111+ Course Topics • Hands-on Labs • Real-Time Practice

MODULE 1: AGENTIC AI FOUNDATIONS

01 Generative AI fundamentals Topics

Generative AI concepts and use cases
LLM capabilities and limitations
Prompting and application patterns

02 RAG vs Agentic AI Topics

Agents vs chatbots vs automation
Planning, action and reflection
Multi-agent collaboration and business applications

03 Agent vs chatbot vs automation Topics

Core concepts and terminology of agent vs chatbot vs automation
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

04 Agent architecture Topics

Core concepts and terminology of agent architecture
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

05 Perception Topics

Core concepts and terminology of perception
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

06 Planning Topics

Core concepts and terminology of planning
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

07 Action Topics

Core concepts and terminology of action
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

08 Reflection Topics

Core concepts and terminology of reflection
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

09 Multi-agent collaboration Topics

Core concepts and terminology of multi-agent collaboration
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

10 Agent business applications Topics

Core concepts and terminology of agent business applications
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

MODULE 2: ADVANCED LLM FOUNDATIONS

11 Transformer architecture Topics

Attention and sequence processing
Tokens, context and representations
Transformer-based language models

12 Tokens and token budgeting Topics

Core concepts and terminology of tokens and token budgeting
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

13 Context windows Topics

Core concepts and terminology of context windows
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

14 Function calling Topics

Core concepts and terminology of function calling
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

15 Tool use Topics

Core concepts and terminology of tool use
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

16 Prompt engineering Topics

Prompt structure and context
Zero-shot, few-shot and role-based prompting
Prompt optimization and evaluation

17 Agent system prompts Topics

Prompt structure and context
Zero-shot, few-shot and role-based prompting
Prompt optimization and evaluation

18 LLM limitations and hallucinations Topics

Tokens and context windows
Model behavior and limitations
Practical use of LLMs in workflows

MODULE 3: AI AGENT DEVELOPMENT WITH PYTHON

19 Python for agents Topics

Python syntax and programming fundamentals
Data structures, functions and reusable code
Analytics-oriented programming workflow

20 Async programming Topics

Core concepts and terminology of async programming
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

21 APIs Topics

REST principles and HTTP methods
Authentication, requests and responses
Errors, rate limits and integrations

22 Function execution Topics

Core concepts and terminology of function execution
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

23 State management Topics

Core concepts and terminology of state management
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

24 Memory Topics

Short-term and persistent context
State management
Memory selection and reliability

25 Tool definitions Topics

Core concepts and terminology of tool definitions
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

26 Response parsing Topics

Core concepts and terminology of response parsing
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

27 Validation Topics

Core concepts and terminology of validation
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

28 Testing and mocking Topics

Core concepts and terminology of testing and mocking
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

MODULE 4: LANGGRAPH

29 LangGraph architecture Topics

Graphs, nodes and edges
Stateful and conditional workflows
Loops, streaming and human-in-the-loop

30 Nodes and edges Topics

Core concepts and terminology of nodes and edges
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

31 State management Topics

Core concepts and terminology of state management
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

32 Conditional flows Topics

Core concepts and terminology of conditional flows
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

33 Loops and recursion Topics

Core concepts and terminology of loops and recursion
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

34 Agent loops Topics

Core concepts and terminology of agent loops
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

35 Tool calling Topics

Function and tool definitions
Parameter passing and execution
Validation and error handling

36 Streaming Topics

Core concepts and terminology of streaming
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

37 Debugging Topics

Core concepts and terminology of debugging
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

38 Sub-agents Topics

Core concepts and terminology of sub-agents
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

39 Human-in-the-loop workflows Topics

Core concepts and terminology of human-in-the-loop workflows
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

MODULE 5: CREWAI & MULTI-AGENT SYSTEMS

40 CrewAI architecture Topics

Agents, tasks and tools
Roles and specialization
Sequential, parallel and collaborative workflows

41 Agents Topics

Core concepts and terminology of agents
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

42 Tasks Topics

Core concepts and terminology of tasks
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

43 Tools Topics

Core concepts and terminology of tools
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

44 Roles and specialization Topics

Core concepts and terminology of roles and specialization
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

45 Sequential workflows Topics

Core concepts and terminology of sequential workflows
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

46 Parallel workflows Topics

Core concepts and terminology of parallel workflows
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

47 Context passing Topics

Core concepts and terminology of context passing
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

48 Agent memory Topics

Short-term and persistent context
State management
Memory selection and reliability

49 Manager pattern Topics

Core concepts and terminology of manager pattern
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

50 Consensus pattern Topics

Core concepts and terminology of consensus pattern
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

51 Debate pattern Topics

Core concepts and terminology of debate pattern
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

52 Pipeline pattern Topics

Core concepts and terminology of pipeline pattern
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

MODULE 6: RAG-POWERED AGENTS

53 RAG architecture Topics

Document ingestion and chunking
Embeddings, retrieval and reranking
Grounded responses and knowledge assistants

54 Data ingestion Topics

Core concepts and terminology of data ingestion
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

55 Chunking Topics

Core concepts and terminology of chunking
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

56 Embeddings Topics

Core concepts and terminology of embeddings
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

57 Semantic search Topics

Core concepts and terminology of semantic search
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

58 Vector databases Topics

Embeddings and semantic similarity
Indexing and retrieval
Vector database concepts and use cases

59 Retrieval Topics

Core concepts and terminology of retrieval
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

60 Reranking Topics

Core concepts and terminology of reranking
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

61 Dynamic knowledge retrieval Topics

Core concepts and terminology of dynamic knowledge retrieval
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

62 RAG + agent loops Topics

Document ingestion and chunking
Embeddings, retrieval and reranking
Grounded responses and knowledge assistants

63 Knowledge graph reasoning Topics

Task decomposition and planning
Error recovery and fallback strategies
Evaluation and human escalation

MODULE 7: REAL-TIME TOOLS & INTEGRATIONS

64 REST APIs Topics

REST principles and HTTP methods
Authentication, requests and responses
Errors, rate limits and integrations

65 Database connections Topics

Core concepts and terminology of database connections
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

66 Web search Topics

Core concepts and terminology of web search
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

67 Web scraping Topics

REST principles and HTTP methods
Authentication, requests and responses
Errors, rate limits and integrations

68 Slack integration Topics

Core concepts and terminology of slack integration
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

69 Gmail integration Topics

Core concepts and terminology of gmail integration
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

70 CRM integration Topics

Core concepts and terminology of crm integration
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

71 Real-time data sources Topics

APIs and live data sources
Streaming and event-driven processing
Tool chaining and operational integrations

72 WebSockets Topics

Security operations workflow
Alert triage and investigation
Incident escalation and response

73 Streaming data Topics

Core concepts and terminology of streaming data
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

74 Tool chaining Topics

Core concepts and terminology of tool chaining
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

MODULE 8: REASONING, PLANNING & RESILIENCE

75 Task decomposition Topics

Core concepts and terminology of task decomposition
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

76 Goal and sub-goal planning Topics

Core concepts and terminology of goal and sub-goal planning
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

77 Dependency graphs Topics

Core concepts and terminology of dependency graphs
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

78 Search strategies Topics

Core concepts and terminology of search strategies
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

79 Error recovery Topics

Core concepts and terminology of error recovery
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

80 Hallucination handling Topics

Core concepts and terminology of hallucination handling
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

81 Retry logic Topics

Core concepts and terminology of retry logic
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

82 Alternative tool invocation Topics

Core concepts and terminology of alternative tool invocation
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

83 Human escalation Topics

Core concepts and terminology of human escalation
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

84 Graceful fallback Topics

Core concepts and terminology of graceful fallback
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

85 Agent evaluation Topics

Quality criteria and evaluation datasets
Hallucination and safety checks
Guardrails and output validation

MODULE 9: PRODUCTION AGENT SYSTEMS

86 Agent monitoring Topics

Logs, metrics and traces
Application and infrastructure monitoring
Performance, reliability and alerting

87 Logging Topics

Core concepts and terminology of logging
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

88 Distributed tracing Topics

Core concepts and terminology of distributed tracing
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

89 Token and API cost tracking Topics

REST principles and HTTP methods
Authentication, requests and responses
Errors, rate limits and integrations

90 Security Topics

Core concepts and terminology of security
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

91 Prompt injection prevention Topics

Prompt structure and context
Zero-shot, few-shot and role-based prompting
Prompt optimization and evaluation

92 Tool access controls Topics

Core concepts and terminology of tool access controls
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

93 Audit trails Topics

Core concepts and terminology of audit trails
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

94 Governance Topics

Policies, controls and accountability
Privacy and compliance considerations
Risk management and security operations

95 Production deployment Topics

Core concepts and terminology of production deployment
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

96 Capstone Project Topics

Core concepts and terminology of capstone project
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

97 Build a complex multi-agent system with: Topics

Core concepts and terminology of build a complex multi-agent system with:
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

98 Minimum 2 specialized agents Topics

Core concepts and terminology of minimum 2 specialized agents
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

99 3+ external tools/APIs Topics

REST principles and HTTP methods
Authentication, requests and responses
Errors, rate limits and integrations

100 Reasoning and error handling Topics

Task decomposition and planning
Error recovery and fallback strategies
Evaluation and human escalation

101 Production deployment Topics

Core concepts and terminology of production deployment
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

102 Monitoring Topics

Logs, metrics and traces
Application and infrastructure monitoring
Performance, reliability and alerting

103 Cost analysis Topics

Core concepts and terminology of cost analysis
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

104 Project Options: Topics

Core concepts and terminology of project options:
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

105 Autonomous Research Agent Topics

Core concepts and terminology of autonomous research agent
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

106 Customer Service Crew Topics

Core concepts and terminology of customer service crew
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

107 Data Analysis Agent Team Topics

Core concepts and terminology of data analysis agent team
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

108 Sales Operations Agent Topics

Core concepts and terminology of sales operations agent
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

109 DevOps Automation Crew Topics

Core concepts and terminology of devops automation crew
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

110 Career Roles Topics

Core concepts and terminology of career roles
Practical implementation, analysis or workflow considerations
Business use cases, best practices and common challenges

111 AI Agent Developer | Agentic AI Developer | AI Application Developer | AI Automation Engineer Topics

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AI AGENT DEVELOPER

COURSE OVERVIEW

WHO SHOULD JOIN?

CAREER OUTCOMES

PRACTICE LIKE A REAL PROFESSIONAL

What You Will Learn to Do in Real-World Projects

AI Agent Development

Agentic AI Workflows

LangGraph Development

Multi-Agent Systems

Tools & API Integration

Agent Memory & Reasoning

AI Agent Deployment

Tools & API Integration

COURSE CURRICULUM

HANDS-ON LABS YOU WILL WORK ON

AI Agent Development

Agentic AI Workflows

LangGraph Agent Workflows

Multi-Agent Systems

RAG & Vector Databases

Tools & API Integration

Reasoning & Agent Memory

Production AI Agent Deployment

WHAT'S INCLUDED IN THIS PROGRAM

90 Live Sessions

70% Hands-On Training

200++ hrs Lab Practices

24×7 Lab Access

Resume Building

Job Support

Real-World Projects

Internship Opportunities

Technical Mentorship

Career Guidance

GitHub Portfolio

Interview Preparation

Course Completion Certificate

MEET YOUR TRAINER

Surya Kumar

STUDENT SUCCESS STORIES

PLACEMENT ASSISTANCE

ResumePreparation

MockInterviews

TechnicalInterview Q&A

CompanyReferrals

PlacementSupport

UPCOMING BATCHES

LEARNING MODES

CLASSROOMTRAINING

LIVE ONLINETRAINING

SELF-PACEDLEARNING

FAQs

READY TO BECOME AN ORACLE DBA EXPERT?

Resume
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Mock
Interviews

Technical
Interview Q&A

Company
Referrals

Placement
Support

CLASSROOM
TRAINING

LIVE ONLINE
TRAINING

SELF-PACED
LEARNING