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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)
Key Highlights: EPGP in Applied AI & Agentic AI
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 with monitoring & cost controls
Master Agentic AI - Multi-agent systems across industries & domains
Agentic AI Readiness Bootcamp (Optional) - A 5-week foundation module to equip you with the essential Python, data, math, debugging, and systems skills to start the IIITB Agentic AI curriculum with confidence
Tools Powering Modern AI - Learn 32+ cutting edge tools across LangChain, LlamaIndex, LangGraph, and more
Trusted IIITB Advantage - Earn an Executive IIITB alumni status
Get all the details you need about the Executive Post Graduate Programme in Applied AI and Agentic AI, whenever you want them.

Programming for ML and AI
Module 1
4 Weeks
Write robust code for data preprocessing for ML and AI
Key Topics
Python OOP
Advanced NumPy & Pandas
SQL joins/CTEs/windows
Feature engineering
Scaling/encoding
EDA methodology
Matplotlib/Seaborn
Git/GitHub
Industry Relevance
Clean and transform large datasets
Explore patterns and data behaviour
Automate analysis using Python
Visualise insights for stakeholders
Validate data quality and assumptions
Machine Learning & Deep Learning
Module 2
6 Weeks
Train and interpret 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
Backpropagation
CNNs/transfer learning
RNNs/LSTMs
Time series (ARIMA/Prophet)
Industry Relevance
Drive predictive insights using ML
Optimise decision outcomes via model selection
Ensure robust performance at scale
Enable complex pattern learning with DL
Build trust through explainable AI
MLOps & Production Systems
Module 3
3 Weeks
Deploy ML with monitoring, cost control, and governance
Key Topics
Training/HPO of models in production
MLflow tracking
containerization
FastAPI serving
Model drift detection
Monitoring dashboards
Fairness/bias
Governance/audit
ROI calculation
Stakeholder communication
Industry Relevance
Operationalise models for business impact
Automate training, deployment
Ensure reliability across production systems
Govern models with compliance controls
Scale ML solutions across organisations
Capstone A - End-to-End ML System
MODULE 4
2 Week
Prove your mastery with a real business solution
Tracks
Model Selection
HPO
Model Registration
Drift Detection
Model Monitoring Explainability and Insights
Industry Relevance
Real-world ML deployment
Predictive maintenance at scale
Monitoring dashboard
Model governance & compliance
Business-impact driven AI
LLM Foundations & RAG Systems
Module 5
5 Weeks
Build production RAG with governance and cost optimization
Key Topics
Foundations of NLP
OpenAI/Google APIs
Prompt engineering (few-shot/ReAct)
Embeddings/similarity
Vector DBs, Hybrid search
Chunking strategies
RAG patterns
Query rewriting
Multi-hop reasoning
Citation/attribution
Retrieval governance
RAG evaluation Fine-tuning strategies
LoRA/QLoRA/PEFT
Dataset prep/quality
Industry Relevance
Leverage LLMs for enterprise automation
Ground responses using retrieval pipelines
Integrate AI capabilities via APIs
Optimise models through targeted fine-tuning
Deliver scalable, reliable AI solutions
AI System Design Principles
Module 6
3 Weeks
Design AI systems and deploy securely at scale
Key Topics
Token economics/cost optimization
LLM architecture/scaling laws
Evaluation/benchmarking
Load balancing
Caching/optimization
Prompt injection defense
Privacy/audit logging
IAM/security
Human-in-the-loop
Cost optimization
Industry Relevance
Optimise token usage for cost efficiency
Design scalable systems using LLM APIs
Balance latency, accuracy, and cost
Control spending through prompt optimisation
Architect reliable LLM solutions
Agent Frameworks & Orchestration
Module 7
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 AI compliance
Industry Relevance
Orchestrate autonomous task-driven AI systems
Enable goal-oriented decision execution
Coordinate tools, memory, and reasoning
Automate multi-step business workflows
Balance autonomy with governance controls
Capstone B - Production Agentic AI System
Module 8
2 Week
Tracks
Architecture diagram
GitHub repo
Deployment
RAG with governance
Monitoring dashboard
Cost report
Security review
Defense presentation
Security & cost checklists (must pass)
Industry Relevance
Production-grade AI deployment
Governance-ready agentic architecture
Enterprise operational maturity
Prototype-to-production transition
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
MLFlow
Grafana
Lambda
FastAPI
GitHub Actions
LangChain
Colab
The work you do today may already be easy for AI to replace. Find out where you truly stand.
Automation risk in your profile
Skill relevancy for AI roles
Ability to adapt
🧠 Discover how future-ready your career really is
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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
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.
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
Reserve your seat
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 from UGC recognized University with minimum 50% aggregate marks or equivalent CGPA
This program combines Applied AI and Agentic AI to help learners master both traditional and next-generation AI systems. You’ll not only build machine learning models but also deploy autonomous AI agents that can make decisions and perform complex tasks in real environments.
Talk to our experts. We are available 7 days a week, 10 AM to 7 PM
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