4-month program

Online self-paced

1 Capstone project

15+ industry projects

2 months industry training

Through Terno AI

350+ Hiring partners

50% Average salary hike

Eligibilty

No coding required

E&ICT, IIT Roorkee

Certificate

Course Overview

Home All Courses Executive Certificate Program in Applied AI (Generative AI & Agentic AI) by IIT Roorkee

Executive Certificate Program in Applied AI (Generative AI & Agentic AI) by IIT Roorkee

The Executive Certificate Program in Applied AI (Generative & Agentic AI) by E&ICT IIT Roorkee is a self-paced online program designed for both freshers and professionals aiming to build or advance their careers in Artificial Intelligence. You will learn to create AI agents, develop ChatGPT-like systems, and gain hands-on experience in Generative and Agentic AI using tools like LangChain, LlamaIndex, CrewAI, and Autogen.

Through practical projects, guided case studies and a 2-month industry internship, you’ll gain real-world skills to confidently apply AI in diverse domains. Upon successful completion, you will receive an Executive Certificate issued by E&ICT IIT Roorkee, enhancing your professional profile and opening doors to exciting career opportunities in AI, data science, and automation, no prior technical background required.

(4.82K) 37K+ Learners
15 Projects 120 Days Cloud Lab Access
Estimated 11.5M new Data Science jobs(US)
Avg. Salary of over $84000 in Data Science roles
High demands in Tech, Finance, E-Commerce, Healthcare
Highly transferable mainstream skills

Program Highlights

4-months self-paced training
2 months guided industry tarining
15+ Industry relevant projects
1 Capstone project
100% Placement support
20+ Languages and tools covered
24*7 doubt-clearing support
No programming background required
Lifetime access to course material
120 Days of cloud lab access

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Application Deadline 30  December 2025

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What is the certificate like?

About E&ICT Academy, IIT Roorkee
E&ICT-IITR provides certification courses with emphasis on hands-on learning in basic/advanced topics and emerging technologies in Electronics and ICT. It is sponsored by the Ministry of Electronics and Information Technology, Govt. of India.
About Cloudxlab
Cloudxlab is a team of developers, researchers, and educators who build innovative products and create enriching learning experiences for users. Cloudxlab upskills engineers in deep tech to make them employable & future-ready.
  • Get This Certificate
    • QS

    #1st

    Among the IITs in the ‘Citations per Faculty’ parameter

    *QS World Rankings

    India Today

    #5

    Ranked Engineering College

    *India Today 2020

    NIRF

    #6

    Ranked for IITs

    *NIRF 2020

    QS

    #12

    Ranked Best Global Universities in India

    *QS World Rankings

    Hands-on Learning

    hands-on lab
    • Gamified Learning Platform
      Making learning fun and sustainable

    • Auto-assessment Tests
      Learn by writing code and executing it on lab

    • No Installation Required
      Lab comes pre-installed softwares and accessible everywhere

    • Accessibility
      Access the lab anywhere, anytime with an internet connection

    Mentors / Faculty

    Instructor Sanjeev Manhas

    Sanjeev Manhas

    Faculty ECE Dept

    IIT Roorkee

    Instructor Sandeep Giri

    Sandeep Giri

    Founder at CloudxLab

    Past: Amazon, InMobi, D.E.Shaw

    Instructor Abhinav Singh

    Abhinav Singh

    Co-Founder at CloudxLab

    Past: Byjus

    Dr. M.L. Virdi

    Dr. M.L. Virdi

    Senior Research Scientist

    NASA

    Instructor Praveen

    Praveen Pavithran

    Co-Founder at Yatis

    Past: YourCabs, Cypress Semiconductor

    Instructor Jatin Shah

    Jatin Shah

    Ex-LinkedIn, Yahoo, Yale CS Ph.D.

    IIT-B

    Instructor Shubh Tripathi

    Shubh Tripathi

    ML Engineer at CloudxLab

    Curriculum

    1. Python for Generative AI
    1. Introduction to Python
    2. Hands-on using Jupyter on CloudxLab
    2. Machine Learning Applications & Landscape
    1. Introduction to Machine Learning
    2. Machine Learning Application
    3. Types of Machine Learning algorithms - Supervised, Unsupervised
    3. Building end-to-end Machine Learning Project
    1. Frame the problem and look at the big picture
    2. Get the data
    3. Explore the data to gain insights
    4. Prepare the data for Machine Learning algorithms
    5. Explore many different models and short-list the best ones
    6. Present the solution, Launch, monitor, and maintain the system
    4. How does a Machine Learn?
    1. Introduction to Neural Networks
    2. Working of Neural Networks
    5. Introduction to Natural Language Processing
    1. How model generates word
    2. Applications of Natural Language Processing
    6. Word Embeddings and Sentiment Analysis
    1. How machines represent words?
    2. Significance of embeddings
    3. Similarity measures of embeddings
    4. Sentiment Analysis with LLMs – Live Project
    7. Generative Pre-trained Transformer(GPT)
    1. Attention Mechanism
    2. Transformer Architecture and components
    4. Building your own GPT from scratch using Tensorflow – Live Project
    8. Introduction to Generative AI & Large Language Models (LLMs)
    1. How LLMs work?
    2. Attention Mechanism
    3. Transformer Architecture
    4. Generative Pre-Trained Transformers
    5. Applications of LLMs in business automation
    9. Parameters configuration for LLMs(ChatGpt, Gemini, Claude.. etc)
    10. How to get the best out of LLMs
    11. Reasoning Models
    1. Reasoning Vs Non-Reasoning Models
    2. Auto-Reasoning (Models decides whether to reason)
    3. How to choose the right LLM for your task and it configuration
    12. Prompt Engineering for Effective AI Utilization
    1. Components of a well-structured prompt
    2. Zero-shot and few-shot learning techniques
    3. Chain-of-thought prompting for complex reasoning
    4. Crafting high-impact prompts for better AI responses
    13. Understanding RAG (Retrieval-Augmented Generation)
    1. What is RAG and why it matters
    2. RAG Architecture
    3. How AI retrieves and processes external information
    4. Components such as vector databases, chunkin, etc (overview)
    14. Introduction to AI Agents & Decision-Making AI
    1. What are AI agents and how they work
    2. How AI agents reason, take decisions, and automate workflows
    3. Creating Custom Tools and Integrating with AI agents
    15. AI Agent Architectures & Workflows
    1. Single-agent vs. multi-agent architectures
    2. Chain of agents: How AI agents collaborate and interact
    3. Human in the Loop systems
    4. Building an end-to-end AI agent without code (Using Framework)
    16. MCP (Model Context Protocol)
    1. Overview
    17. Tools and Frameworks
    1. LangChain, LlamaIndex, LangGraph
    2. Autogen, CrewAI, n8n
    3. Ollama, Hugging Face, OpenAI Agent Kit
    18. Stable Diffusion
    1. Introduction to Stable Diffusion
    2. Stable Diffusion Components
    3. Diffusion Model
    4. Stable Diffusion Architecture and Training
    19. Multi-Modal AI & Common AI Business Tools
    1. Introduction to multi-modal LLMs (text + image interpretation & generation)
    2. How Multi-Model Architecture works

    4
    Months Self-paced Training
    120
    Days of Lab Access
    15+
    Projects
    14.2K+
    Learners
    Download Curriculum

    Skills Covered

    20+ skills covered under this course

    Python Programming
    Data Science
    Data Analysis
    Data Visualization
    Mathematical Modelling
    Machine Learning
    Supervised Learning
    Deep Learning
    Reinforcement Learning
    Generative AI
    Artificial Intelligence
    Model Training and Optimization
    Machine Learning Algorithms
    Model Evaluation and Validation
    Large Language Models
    Conversational AI
    Natural Language Processing
    Speech Recognition
    Computer Vision
    Prompt Engineering
    ChatGPT
    Story Telling
    Research Methods

    Projects

    Enroll Now

    Batch 1: Sept 2025

    Sold Out!

    499 999

    • 4 Months Program
    • Online Self-paced Training
    • No pre-requisite
    • 120 Days of Online Lab Access
    • Cohort Starting 22 Sept
    • 24*7 Support
    • Certificate from E&ICT, IIT Roorkee
    Enrollment Closed »

    Batch 2: Oct 2025

    Sold Out!

    499 999

    • 4 Months Program
    • Online Self-paced Training
    • No pre-requisite
    • 120 Days of Online Lab Access
    • Cohort Starting 30 Oct
    • 24*7 Support
    • Certificate from E&ICT, IIT Roorkee
    Enrollment Closed »

    Batch 3: Nov 2025

    Filling Fast

    499 999

    • 4 Months Program
    • Online Self-paced Training
    • No pre-requisite
    • 120 Days of Online Lab Access
    • Cohort Starting 30 Nov
    • 24*7 Support
    • Certificate from E&ICT, IIT Roorkee
    Enroll Now »

    Batch 4: Dec 2025

    Early Bird Price

    449 799

    • 4 Months Program
    • Online Self-Paced Training
    • No Pre-requisite
    • 120 Days of Online Lab Access
    • Cohort Starting 30 Dec 2025
    • 24*7 Support
    • Certificate from E&ICT, IIT Roorkee
    Enroll Now »

    Placement Assistance

    By CloudxLab

    Placement Eligibility Test

    Placement Eligibility Test

    We have around 350+ recruitment partners who will be interviewing you based on your performances in PET

    Dedicated Job Portal

    Dedicated Job Portal

    Opportunities from companies who approach us asking for our learner profiles will be posted on our job portal to providevisibility to your profile

    Career Guidance Webinars

    Career Guidance Webinars

    Career Guidance Webinars from seasoned industry experts

    Testimonials

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    Frequently Asked Questions

    Will I get support?

    Yes! Please feel free to ask your questions on CloudxLab forum and our community and team of experts will answer your questions. We believe forum will add better perspectives, ideas, and solutions to your questions.

    Is there any prerequisites for this course?

    No, this course is for everyone. The complimentary access to CloudxLab courses will help you in learning the required foundations to make the most out of this certificate course.

    Can I expect any placement support?

    Yes, we do offer placement assistance that includes career guidance, resume building tips and mock interviews. Each participant will receive staunch support from the industry mentors, who also direct you through various placement opportunities within the industry. Above all, we are partnered with leading MNC’s that offer placement opportunities to our participants.

    How long I will be able to access the course?

    The course access will be for 4 months. To earn the certificate, you are required to complete the course within the deadlines.

    If you are unable to complete the course within the stipulated deadlines then you can enroll in the course again to earn the certificate.

    What is the validity of the course material?

    We understand that you might need course material for a longer duration to make most out of your subscription. You will get lifetime access to the course material so that you can refer to the course material anytime.

    Do I need to install any software before starting this course?

    In this course, we will go through the installation process on a local machine and you will also be provided access to Intel® DevCloud for the Edge to learn and build AI applications remotely using a web browser. You will find instructions to get your 90 days access (which you can extend further by following the process as described in the course videos) to Intel® DevCloud for the Edge.

    For the complimentary courses by CloudxLab, we will provide you with 180 days of access to CloudxLab's online lab so that you do not have to install anything on your local machine.

    What is the refund policy?

    We provide a full refund within the initial 2 live sessions of the program. After this period, no refund requests can be accommodated.

    Will the Certificate contain the IIT Roorkee Logo?

    Yes, the PG Certificate course contains IIT Roorkee Logo, you can see the sample certificate here: https://cxl-web-prod-uploads.s3.amazonaws.com/public/filestore-uploads/2ec3a1a0f7f350b2be5eeac9e56455d87a54ffbf.webp