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The only program that takes you from Applied AI foundations to deploying AI Agents in production.
Join IIIT Bangalore alumni network of AI Experts at Amazon, HSBC, ICICI, Kotak, Microsoft, Jio, Swiggy, and more.

4.5/5 (7812 ratings)
Don’t just build AI agents - deploy them and let them work for you
EPGP in Applied AI & Agentic AI: Build What’s Next
240+
Hours of Content
8+
Projects
2
Industry-Grade Capstones
Two Parts. One Transformation Master both Applied AI & Agentic AI
Master Applied AI - ML API in production with monitoring & cost controls
Master Agentic AI - Multi-agent RAG platform across industries & domains
Tools Powering Modern AI - Learn 32+ cutting edge tools across LangChain, LlamaIndex, LangGraph, and more
Trusted IIITB Advantage - Earn an Executive IIITB alumni status
Microsoft Advantage - Earn a Microsoft-recognized certificate and gain exclusive immersion experience inside one of the world’s leading AI innovation hubs
Job-Ready Portfolio - Build a portfolio of AI agents, deployed systems & executive-grade ROI/business documentation
Get all the details you need about the Executive Post Graduate Programme in Applied AI and Agentic AI, whenever you want them.
Go From AI-ML foundation to AI-Agent Deployment in 30 weeks

Comprehensive Curriculum: Learn.Deploy.Scale
Foundations & Data Engineering
Module 1
4 Weeks
Build production-ready data pipelines and SQL backends.
Key Topics
Python OOP
Pandas advanced
SQL joins/CTEs/windows
Feature engineering
Scaling/encoding
Pipeline automation
EDA methodology
Matplotlib/Seaborn
Git/GitHub
Business communication
Stakeholder presentations
Sample Projects
Weekly sales & margin pipeline
Cohort retention table
Feature engineering competition
SQL backend for revenue dashboard
Machine Learning & Deep Learning
Module 2
5 Weeks
Train, interpret, and deploy ML/DL models for business impact
Key Topics
Linear/logistic regression
Trees/boosting (XGBoost/LightGBM)
Model evaluation
SHAP/LIME interpretability
SVM/ensembles
Clustering/PCA/UMAP
Neural nets from scratch
Backpropagation
CNNs/transfer learning
RNNs/LSTMs
Transformers/attention
BERT/GPT
Time series (ARIMA/Prophet)
Sample Projects
Churn model with SHAP report
Image classifier via transfer learning
NLP sentiment with transformers
Time series forecasting
Customer segmentation with clustering
MLOps & Production Systems
Module 3
5 Weeks
Deploy ML with monitoring, cost control, and governance
Key Topics
AWS (S3/IAM/VPC/Glue/Athena/Redshift)
SageMaker training/HPO
MLflow tracking
Docker containerization
FastAPI serving
A/B testing
Model drift detection
Monitoring dashboards
Fairness/bias
Governance/audit
ROI calculation
Stakeholder communication
Sample Projects
Cloud data pipeline
Distributed training
Dockerized API
MLOps pipeline with monitoring
Executive ROI presentation
Capstone A - End-to-End ML System
MODULE 4
Tracks
Predictive Maintenance
Customer Intelligence
Deliverables
GitHub repo
AWS deployment
Monitoring dashboard
Defense deck
|ROI document
Security & cost checklists (must pass)
LLM Foundations & RAG Systems
Module 5
3 Weeks
Build production RAG with governance and cost optimization
Key Topics
LLM architecture/scaling laws
OpenAI/Anthropic/Google APIs
Token economics/cost optimization
Prompt engineering (few-shot/ReAct)
Embeddings/similarity
Vector DBs (Pinecone/Weaviate/Chroma)
Hybrid search
Chunking strategies
RAG patterns
Query rewriting
Multi-hop reasoning
Citation/attribution
Retrieval governance
RAG evaluation
Sample Projects
Prompt engineering challenge
RAG prototype with metrics
Production RAG API with citations and governance
Agent Frameworks & Orchestration
Module 6
5 Weeks
Design multi-agent systems with planning and supervision
Key Topics
Agent types/capabilities
ReAct pattern
Tool use/function calling
Memory systems
Planning/goal decomposition
LangChain (chains/agents/tools/memory)
LangGraph (state/routing/supervision)
LlamaIndex (indices/routers/multi-doc)
AutoGen (collaboration/consensus)
CrewAI (production/delegation)
Telemetry/observability
SLOs/error budgets
Sample Projects
Agent architecture design
LangChain app with tools
LlamaIndex multi-doc system
AutoGen collaboration
CrewAI production crew
Fine-Tuning, Scale & Production
Module 7
5 Weeks
Tune models, harden security, deploy at scale
Key Topics
Fine-tuning strategies
LoRA/QLoRA/PEFT
Dataset prep/quality
Evaluation/benchmarking
AWS Bedrock/SageMaker
Ray Serve scaling
Load balancing
Caching/optimization
CI/CD (GitHub Actions)
Blue-green/canary deploys
Prompt injection defense
Privacy/audit logging
IAM/security
Red team testing
EU AI Act compliance
Human-in-the-loop
Cost optimization
Sample Projects
Fine-tuning with LoRA
Bedrock deployment
CI/CD pipeline
Security red team drill
Cost optimization report
Capstone B - Production Agentic AI System
Module 8
Tracks
Enterprise Assistant
Autonomous Research
Business Operations
Deliverables
Architecture diagram
GitHub repo
AWS Bedrock deployment
RAG with governance
Monitoring dashboard
Cost report
Security review
Defense presentation
Security & cost checklists (must pass)
AWS to LangChain - 32+ Tools, One Programme
Python
Pandas
Numpy
MySQL
Jupyter
GitHub
Matplotlib
Seaborn
Plotly
Scitkit Learn
XG Boost
LightGBM
Tensorflow
PyTorch
Hugging Face
LlamaIndex
LangGraph
CrewAI
Autogen
AWS
Docker
OpenAI
Streamlit
Airflow
MLFlow
Plotly
S3
Glue
Redshift
SageMaker
Bedrock
Lambda
FastAPI
GitHub Actions
Terraform
LangChain
Chroma
AutoGen
Anthropic
Pinecone
Chroma Weights & Biases
Google APIs
Weaviate
Build Real-World AI Agents. Deploy Them Across Domains
Healthcare & Life Sciences: Autonomous Clinical Trial Recruitment Agent
BFSI: AI Compliance Officer for Financial Reporting
Retail & E-commerce: Hyper-Personalized Conversational Shopping Agent
Manufacturing & Supply Chain: Autonomous Supply Chain Disruption Response Crew
Media & Entertainment: AI-Powered Content Strategy & Generation Pipeline
Education (EdTech): Adaptive AI Tutor for Personalized Learning Paths
Real Estate & PropTech: AI Agent for Property Valuation and Market Analysis
Energy & Utilities: Predictive Grid Management Agent Crew
Automotive: Autonomous Vehicle Sensor Data Analysis Crew
LegalTech: AI Paralegal for e-Discovery and Case Law Research
Agriculture (AgriTech): AI-Powered Precision Farming Operations Agent
Hospitality & Travel: Autonomous Travel Concierge and Itinerary Planner
Learn by doing projects across Industries: Your Portfolio = Proof
Work on solving real world data challenges from top brands
30+
Projects to choose from
What Will You Build?
See the practical work that has helped our learners land roles at top companies
Earn an Applied AI & Agentic AI certificate from the globally recognized IIIT-B along with its executive alumni status.
Learn from the best of industry and academia
In this exclusive, hands-on immersion led by Microsoft experts, you’ll master advanced , AI-powered collaboration & automation tools, build muscle memory with real-world Microsoft applications, gain insider strategies directly from the creators of the technology. Explore Microsoft Garage - the hub where breakthrough AI ideas are built.

We will be there right through your learning journey
Videos from top faculty and world-class industry experts
Built-in practice and coding console
Industry-oriented projects for real DS & ML exposure
Live interventions from faculty and industry experts
Real time doubt clearing sessions
Invest In Your Success
Inclusions
EPGP in Applied AI & Agentic AI Eligibility
The admissions process for this EPGP in Applied AI & Agentic AI is very easy, and can be done completely online
Eligibility
Bachelor's or master's Degree or its equivalent in any discipline with minimum 50% aggregate mark or equivalent CGPA |
Talk to our experts. We are available 7 days a week, 10 AM to 7 PM
Indian Nationals
Foreign Nationals
The above statistics depend on various factors and individual results may vary. Past performance is no guarantee of future results.
The student assumes full responsibility for all expenses associated with visas, travel, & related costs. upGrad does not .