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Applied Generative AI Online Course

  • Live online training

  • Advanced Certification from E&ICT Academy, IIT Guwahati

  • 2-Day Campus Immersion Program at IIT-G (for successful learners only)

  • Alumni Status at E&ICT Academy, IIT Guwahati

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Calendar (1)

Next Cohort Starts

Clock (1)

Program Duration

6 Months

online learn (1)

Learning Format

Online, Instructor-Led

Course Highlights and Reviews

Communication

150+
Hours of Learning

Projects

20+
Hands-on Projects

Mock_Interview

Interaction
with Industry Experts

Labs

Career Services
for Smooth Transition

EMI

Flexible
EMI Options

Curriculum

2-Day
Campus Immersion

ReviewsReviews
4.6
 
Reviews
1,484 Reviews

NPS

90.4
5031 Reviews

Industry Insights

Source_Lightcast_1

The U.S. generative AI market is booming, revolutionizing industries like healthcare, entertainment, and finance with cutting-edge advancements in machine learning and automation. As tech giants and startups invest heavily, the demand for generative AI expertise is skyrocketing. Learning generative AI gives you the power to innovate, streamline operations, and unlock new opportunities. Equip yourself with the skills to lead in the digital age and shape the future of technology.

Hike in AI job (1)

14.3%

Hike in AI job postings within the total share of tech jobs

CAGR (1)

36.3%

CAGR expected from
2024 to 2030

Top Companies Hiring Generative AI Professionals in the US

Meta 100X40 accenture Individual 100 x40 Fudd 100X40 Capital One 100X40 Scale ai 100X40 Cornerstone 100X40 Microsoft 100X40 Google Individual 100 x40 H20.ai 100X40 Hyperverge 100X40 IBM Watson Health 100X40 IBM 100X40 Intel 100X40 Nvidia 100X40 Sensely, Inc. 100X40 Zebra Medical Vision, Inc. 100X40 Amazon_Web_Services 100X40 Cohere 100X40

Master an Industry-Vetted Curriculum

Phase 1

Introduction to curriculum & program structure

A walk-through of LMS

A walk-through of a GenAI product and the engineering behind

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Python Basics

if

if-else

if elif else

For

while

Lists

Tuples

Sets

Dictionaries

Functions

Lambda Functions

Higher Order Functions

Recursion

Regular Expression

Date-time

Decorators

OOPs- class

Object

Principles of OOPS

Exception Handling

File Handling

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Introduction to Statistics

Descriptive Statistics (Mean, Median, Mode, Variance)

Data Summarization and Visualization

Probability Basics and Conditional Probability

Probability Distributions (Binomial, Poisson, Normal)

Hypothesis Testing (t-test, Z-test, Chi square)

Correlation and Regression Analysis

Recap and Q&A

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Introduction to EDA 
Loading and Cleaning Data with Pandas 
Handling Missing Data 
Data Summarization (Descriptive  Statistics) 
Univariate Analysis (Histograms, Box  Plots) 
Bivariate Analysis (Scatter Plots, Pair  Plots) 
Correlation Heatmaps 
Data Distribution Visualization (KDE, Distplots) 
Customizing Visualizations with Seaborn and Matplotlib 
Interactive Visualizations with Plotly

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Introduction to Supervised Learning

Regression: 

Linear Regression 

Classification: 

Logistic Regression 

Decision Trees 

Random Forests 

Support Vector Machines (SVM)

Cross-Validation Techniques 

Hyperparameter Tuning for ML Models

Neural Network 

Introduction to Unsupervised Learning

K-Means Clustering 

Hierarchical Clustering 

Principal Component Analysis (PCA)

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Perceptron in-depth intuition and implementation

Multi-layer perceptron(ANN-Artificial Neural Network)

CNN and its working principle

Recurrent Neural Network (RNN) and its types

Introduction to NTLK, spacy libraries

Tokenization

Word embeddings

Small project to create word embeddings

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Put your skills to test in this Mini Capstone Project

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Phase 2

LLAMA3 Instruct 8B / 70B

LLAMA3 Chat - LLAMA3 code

E5 embedding

MIXTRAL 8X7B

Small Language Models (SLMs) (PHI3, bitNet B1.58)

Planning & Reasoning

Transformer Architecture

Types of Attention

Types of positional embedding

Long context

Enhancing LLM throughput on GPUs

KV (Key Value) Cache

Flash attention

VLLM (Virtual Large Language Model)

TRT LLM (TensorRT Large Language Model)

Input / Op token length

Tokenization strategies

Long rope

Para Efficient Fine tun Low Rank Adaptation (LORA), P tuning, finetuning of embedding models)

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Alignment: 

 - RLHF 

 - DPO 

 - RPO 

RAGs: 

 - Advanced ingestion 

 - Chunking 

 - Embedding 

 - Search 

 - Ranking 

 - Generation 

 - Evaluation 

RAG frameworks 

 - LLANGCHAIN basics 

 - LLAMAINDEX 

 - LLANGRAPH

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Agentic workflows and function calling

LLANGCHAIN advanced

AUTOGEN

Generative AI for Images and videos

CLIP (Contrastive Language-Image Pre-training)

UNETS (U-shaped encoder-decoder network architecture)

Diffusion models

Containerised deployment and Kubernetes - LLM deployment

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Gauge your practical skills with this Capstone Project
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Get a comprehensive evaluation of your performance.
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Gauge your practical skills with this Capstone Project
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Get a comprehensive evaluation of your performance.
Revise essential mathematics

Tools & Technologies Covered

Docker_150X60_1
Google_Colab_150X60
VS_code_150X60
Pandas_150X60
NumPy_150X60
Scikit_150X60
Git_150X60
Pycharm_150X60
Jupyter_100X60
MySQL_100X40
LlamaIndex_150X60
LangChain_150X60
SQL_100X60
Kubernetes_150X60_1

Meet your mentors!

Dr. Gaurav Trivedi

Dr. Gaurav Trivedi

Principal Investigator, E&ICT Academy, IIT Guwahati
Dr. Gaurav Trivedi

Dr. Gaurav Trivedi

Principal Investigator, E&ICT Academy, IIT Guwahati

Gaurav Trivedi is an Associate Professor at the Indian Institute of Technology, Guwahati, with over 12 years of experience under his belt. He has been a Principal Investigator at the E&ICT Academy, IIT Guwahati since 2015. His expertise spans Embedded Systems and IoT, High-Performance Computing, Large Scale Optimization, and Machine Learning. 

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Dr. B S A S Rajita

Dr. B S A S Rajita

Lead Faculty at OdinSchool
Dr. B S A S Rajita

Dr. B S A S Rajita

Lead Faculty at OdinSchool

A result-oriented Data Scientist with a Ph.D. in Computer Science and Information Systems from BITS Pilani Hyderabad Campus. Her Expertise spans machine learning, data mining, and information retrieval to solve complex business problems. Rajita has published
15+ peer-reviewed research articles in top international journals.

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Dr. Sandeep Singh

Dr. Sandeep Singh

Lead Faculty at OdinSchool
Dr. Sandeep Singh

Dr. Sandeep Singh

Lead Faculty at OdinSchool

Dr. Sandeep Singh is a Ph.D from Florida International University. His domain specialisation is in Public Health. Sandeep  is passionate about teaching and has expertise in statistics, data analysis and python programming. He is committed to fostering a collaborative and engaging learning environment for his students.

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Dr. Deepthi Chimala

Dr. Deepthi Chimala

Head, Carbon and Biodiversity at Arkadiah Technology
Dr. Deepthi Chimala

Dr. Deepthi Chimala

Head, Carbon and Biodiversity at Arkadiah Technology

Dr. Deepthi Chimala is a statistician and a Ph.D. holder from National University of Singapore. She teaches data analytics, python programming and statistics. Her dedication to sustainability and data-driven solutions makes her an inspiring leader in her field. Dr. Deepthi is passionate about mentoring students and professionals, helping them achieve their full potential 

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Sangamesh KS

Sangamesh KS

Founder of KS Analytical Consulting
Sangamesh KS

Sangamesh KS

Founder of KS Analytical Consulting

Sangamesh KS is the owner of an analytical firm located in India. With over eight years of experience in market research, business development, and data science, he has played a crucial role in the success of numerous startups in the country. He provides various services, including Microsoft Fabric Solution, Power BI, and other BI solutions.

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Naval Yemul

Naval Yemul

DataBricks Instructor at DataBricks
Naval Yemul

Naval Yemul

DataBricks Instructor at DataBricks

A Microsoft Certified Power BI trainer with a wealth of experience in data analytics and engineering, Naval is proficient in Databricks, Microsoft Fabric, Azure, PySpark, Python, SQL, and Snowflake. His expertise lies in delivering corporate training programs on Databricks, Power BI, Microsoft Fabric, and ADF. He is dedicated to empowering learners with practical skills.

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Dadavalli Shaik

Dadavalli Shaik

Senior Data Engineer at LTI Mindtree
Dadavalli Shaik

Dadavalli Shaik

Senior Data Engineer at LTI Mindtree

Dadavalli is a Data Engineer Specialist.  who is currently serving at LTIMindtree. He has played key roles at Vertafore and Paradigm IT previously. Dadavalli is also committed to leveraging his skills to deliver impactful and innovative solutions. His expertise spans across numerous technologies, making him one of our star instructors. 

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Amit Goyal

Amit Goyal

Senior Data Science Consultant
Amit Goyal

Amit Goyal

Senior Data Science Consultant

Amit is a consultant and trainer in Data science with more than 12 years of experience in Python, Tableau, Power BI, and SQL in Manufacturing, IT, retail, and supply chain domains. He has delivered BI solutions for Fortune 500 like Sainsbury, ABB, and Volkswagen. Amit translates complex data into insights, and is dedicated to empowering professionals.

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Abidunnisa Begum

Abidunnisa Begum

Lead Faculty at OdinSchool
Abidunnisa Begum

Abidunnisa Begum

Lead Faculty at OdinSchool

Former Product strategist at Qunatumics.AI, Abidunnisa has played a key role in building AI products. She is proficient in SQL, Power BI, Python, Machine Learning and AI. A passionate instructor and a Data Science enthusiast, Abidunnisa's expertise lies in translating complex data into actionable insights to drive innovation and business growth. 

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Hands-on Projects for
Practice-Based Learning

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Quill Blog Genie: AI-Powered Content Creation Assistant

Design a GenAI tool to assist content creators, bloggers, and social media managers in crafting content.

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Script-Master: Automated Script writer for Video Content

Build a tool to assist video creators for producing high-quality scripts tailored to their specific needs.

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Study-Buddy: AI-Driven Personalized Learning Assistant

Revolutionize the way students learn by building highly personalized educational content.

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Harmony-Hub: Generative AI for Real-Time Music Composition

Develop an advanced Generative AI system to play music in real-time, tailored to user inputs.

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Pixel-Tales: AI-Generated Visual Storytelling Tool

Build an AI-powered tool to transform the way stories are told by combining narrative and visual elements.

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Chat with Website

Create an interactive application that allows users to query a specific website and receive responses.

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Q & A with a Code Base

Provide an intuitive interface for exploring a code repository through conversational interactions.

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Medical Chatbot

Develop an intelligent conversational interface for accessing medical information from a medical book.

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Text to SQL Query and Output Generator

Allow users to input questions in plain English and receive corresponding SQL queries and results.

Showcase your expertise with E&ICT Academy's Generative AI Certification

Earn an invaluable credential to add to your portfolio.

Showcase your Generative AI expertise.

IITG-Certificate-DT-1
Upcoming Cohort

Frequently Asked Questions

This advanced certificate program in applied generative AI is 6 months long and encompasses 200+ hours of interactive learning.

Our counsellors will get in touch with you to review your eligibility. Upon careful evaluation of your profile, your eligibility will be determined and you will be onboarded.

Yes, upon successfully completing this Applied Generative AI course, you will be awarded an advanced certificate in applied generative AI from E&ICT Academy, IIT Guwahati. 

An initiative exclusively for successful learners, this is a great opportunity to meet the faculty and peers to expand one's professional network. The timelines for Campus Immersion Program would be set by IIT Guwahati and will be communicated by OdinSchool to the learners.

Please note that the immersion program is optional, and participants will be responsible for their own travel and accommodation expenses.

Applicants who have a Bachelor's degree with an aggregate of at least 50% marks are welcome to join this course. A background in Mathematics or Computer Science, and knowledge of Descriptive Statistics, Linear Algebra, SQL, and Python, are preferable.

No, there is no job guarantee.

OdinSchool is proud to offer top-notch live classes, mentorship, projects, and extensive career services. We also provide dedicated placement assistance through our network of 500+ hiring partners. We're fully committed to your success. However, it's important to understand that our Course does not offer a job guarantee and that your own effort and dedication are essential to achieving success. We encourage you to work hard and take full advantage of the job options we provide, knowing that we'll be there to support you every step of the way.

Yes. As per our refund policy, fee amounts once paid are non-refundable.
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