IIITB : Executive Post Graduate Programme in Data Science

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Course Duration

12 months

Commencement Date

31st August 2023

Application End Date

17th August 2023

Session Timing

12-15 hours per week

Overview
Syllabus
Faculty
Certificate
Fee

IIITB : Executive Post Graduate Programme in Data Science Program Overview

Begin your journey with India’s #1 online Data Science Program. This program is equivalent to a 1 year Postgraduate Diploma in Canada. Choose from 5 specializations as per your background & career aspirations. Get an Executive PGP in Data Science from IIITB with a specialization.

Programme Highlights

Complimentary Python Programming Bootcamp

IIIT Bangalore Alumni Status

60+ Industry Projects

14+ Programming Tools & Languages

High Performance Coaching(1:1)

AI Powered Profile Builder

Eligibility Criteria

Bachelor’s Degree with minimum 50% or equivalent passing marks. No coding experience required.

Syllabus Breakdown

  • Introduction to Python
  • Programming in Python
  • Python for Data Science
  • Data Visualization in Python
  • Exploratory Data Analysis
  • Credit EDA Assignment
  • Inferential Statistics
  • Hypothesis Testing
  • Basics of SQL
  • Advanced SQL
  • SQL – RSVP Movies Case Study

  • Linear Regression – I
  • Linear Regression – II + Gradient Descent for SLR
  • Linear Regression Assignment
  • Logistic Regression – I
  • Logistic Regression – II
  • Classification using Decision Trees
  • Unsupervised Learning: Clustering
  • Basics of NLP and Lexical Processing
  • Business Problem Solving + Intro to GIT and GITHUB
  • Case Study: Lead Scoring

Post Course 2 (Machine Learning), choose any one of the below 5 specializations as per your background and career aspirations

1. Data Analytics:

  • Data Modelling
  • Advanced SQL Programming
  • Introduction to Cloud and AWS
  • Analytics at Large Scale in Spark – I
  • Analytics at Large Scale in Spark – II
  • Big Data Case Study
  • Basic Viz. using Tableau
  • Advanced Excel
  • Data Analysis and Visualisation in PowerBI
  • Analytical Thinking and Structured Problem Solving using Frameworks
  • Data Storytelling
  • Airbnb Case Study
  • Data Structures and Algorithms
  • Searching & Sorting
  • Algorithm Analysis and Recursion
  • Advanced Database Programming using Pandas
  • SQL & Python Lab
  • Capstone Topic

2. Business Analytics:

  • Bagging & Random Forest
  • Model Selection – I
  • Model Selection – II
  • Time Series Forecasting – I
  • Time Series Forecasting – II
  • Model Selection Case Study
  • Basic Viz. using Tableau
  • Advanced Excel
  • Data Analysis and Visualisation in PowerBI
  • Analytical Thinking and Structured Problem Solving using Frameworks
  • Data Storytelling
  • Airbnb Case Study
  • Fundamentals of Transformers Architecture, Generative AI, ChatGPT & Prompt Engineering using Non Reasoning, Chain of Thought & Advanced Techniques
  • Product Development using OpenAI APIs, Fine Tuning using STaR technique in Python
  • Integrating speech using Whisper API and application deployment using Flask
  • Fundamentals of Design, Photography, Product Development using Stable Diffusion in Python & Create PixxelCraft AI to enable fast-track digitisation for offline e-commerce businesses by generating high-quality images AI for a large product portfolio
  • Applications of LLMs in Data Science Projects & Automating News Recommendation using GPT3 and Copilot powered Machine Learning applications of LLMs
  • Interview Gynie AI: Chatbot Development Project
  • Capstone Topic

3. Deep Learning:

  • Bagging & Random Forests
  • Boosting
  • Model Selection
  • PCA
  • Advanced Regression + Time Series Forecasting (Optional)
  • Advanced ML Case Study
  • Introduction to Neural Networks and ANN
  • Backpropogation & Hyperparameter Tuning in Neural Networks
  • Introduction to Convolutional Neural Networks
  • CNN Architectures and Industry Applications + Recurrent Neural Networks (Optional)
  • Applications of DL in CV: Object Detection Image Segmentation (Optional)
  • Gesture Recognition Case Study
  • Fundamentals of Transformers Architecture, Generative AI, ChatGPT & Prompt Engineering using Non Reasoning, Chain of Thought & Advanced Techniques
  • Product Development using OpenAI APIs, Fine Tuning using STaR technique in Python
  • Integrating speech using Whisper API and application deployment using Flask
  • Fundamentals of Design, Photography, Product Development using Stable Diffusion in Python & Create PixxelCraft AI to enable fast-track digitisation for offline e-commerce businesses by generating high-quality images AI for a large product portfolio
  • Applications of LLMs in Data Science Projects & Automating News Recommendation using GPT3 and Copilot powered Machine Learning applications of LLMs
  • Interview Gynie AI: Chatbot Development Project
  • Capstone Topic

4. Natural Language Processing:

  • Bagging & Random Forests
  • Boosting
  • Model Selection
  • PCA
  • Advanced Regression + Time Series Forecasting (Optional)
  • Advanced ML Case Study
  • Neural Nets for NLP
  • Syntactic Processing
  • Introduction to Semantic Processing & Distributional Semantics
  • Semantic Processing – Topic Modelling
  • Advanced DL in NLP: Attention Mechanism
  • Automatic Ticket Classification
  • Fundamentals of Transformers Architecture, Generative AI, ChatGPT & Prompt Engineering using Non Reasoning, Chain of Thought & Advanced Techniques
  • Product Development using OpenAI APIs, Fine Tuning using STaR technique in Python
  • Integrating speech using Whisper API and application deployment using Flask
  • Fundamentals of Design, Photography, Product Development using Stable Diffusion in Python & Create PixxelCraft AI to enable fast-track digitisation for offline e-commerce businesses by generating high-quality images AI for a large product portfolio
  • Applications of LLMs in Data Science Projects & Automating News Recommendation using GPT3 and Copilot powered Machine Learning applications of LLMs
  • Interview Gynie AI: Chatbot Development Project
  • Capstone Topic

5. Data Engineering:

  • Data Management and Relational Database Modelling
  • Introduction to Cloud and AWS Setup
  • Introduction to Hadoop and MapReduce Programming
  • NoSQL Databases and Apache HBase
  • Data Ingestion with Apache Sqoop and Apache Flume
  • MapReduce Programming Assignment
  • Hive and Quering + Optional Assignment
  • Introduction to Apache Spark+ Optional Assignment
  • Amazon Redshift
  • ETL Project
  • Optimizing Spark for Large scale processing
  • Real-Time Data Streaming with Apache Kafka
  • Real-Time Data Processing using Spark Streaming + Assignment (Optional) + Apache Flink (Optional)
  • Building Automated Data Pipelines with Airflow
  • Analytics using PySpark+ Optional Assignment
  • Retail Project
  • Capstone Topic

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About About IIITB

The International Institute of Information Technology Bangalore, a Deemed University, popularly known as IIITB, was established in 1998 with a vision to contribute to the IT world by focusing on education and research, entrepreneurship and innovation. The Institute is a registered not-for-profit society funded jointly by the Government of Karnataka and the IT industry.

Since its inception, IIITB, with its unique model of education, research, and industry interaction, has grown in stature to become an institution of considerable repute in academic as well as corporate circles. The Institute works in partnership with the corporate sector, while retaining the freedom of an academic institution. It is inspired by other renowned institutions, and also strives to emulate an academic culture that is on par with the best international institutions.

Sample Certificate

EPGP-in-Data-Science-Certificate

Complete all the data science courses successfully to obtain this prestigious recognition from IIITB with a specialization in any of the following: Natural Language Processing, Deep Learning, Business Intelligence/ Data Analytics, Business Analytics, Data Engineering

Programme Structure

FEE STRUCTURE:

Application Fee
INR

Total Fee
INR 325000.00

INSTALLMENT PATTERN

No Cost EMI Available

  • Take advantage of our no-cost EMI option, making it convenient for you to finance your education effortlessly.

Attractive Scholarships

  • We also provide attractive scholarships for defence personnel, government employees, differently-abled individuals, and meritorious students.
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Admission Process

Process
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Frequently Asked Questions

The Post Graduate Programme is an engaging yet rigorous 12 months online programme designed specifically for working professionals to develop practical knowledge and skills, establish a professional network, and accelerate entry into data science careers. The certification is awarded by IIIT Bangalore. This PG Diploma in Data Science program is considered among the top course for accelerated career growth.

The IIIT Bangalore Data Science certification and the likes of data analytics certificate courses helps in the skill development and enhancing their career prospects. Another benefits is the ever-evolving field of data that it becomes imperative to constantly upskill oneself.

Each specialization is designed to give you the best outcome based on your background and help you venture into the data domain. The services and support for all the tracks will remain the same. Every student will have live sessions, industry mentorship, preparatory support, and access to relevant opportunities according to the requirements in their specialization track.

To determine if this course aligns with your career needs and aspirations you need to consider the curriculum, imparted skill and the learning outcomes. And if you like finding meaningful insights from data and if you get excited by the prospect of informing business decisions through analysis and have an analytical bend of mind, then this programme is meant for you. As long as you are able to clear the selection test (or are exempt) and are excited about the transition to Data Science, this programme is meant for you.

Absolutely! Data Science is becoming a necessity for all industries and is no more a choice. Hence, there is a critical demand for quality data professionals and because the supply is constrained, this is one of the most lucrative career options across industries. The data science courses are a gateway to a bright future as the demand for data professionals is on a surge. Moreover, the technical soundness allows the candidates to become employable.