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Executive PG Program in Data Science from IIIT-Bangalore

Executive PG in Data Science

Get an Executive PGP in Data Science from IIITB with a specialization

Executive PG Program in Data Science from IIIT-Bangalore3,986 Enrolled
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Executive PG Program in Data Science from IIIT-Bangalore
IITB
IIT-Bangalore Accredited

Prerequisites for Executive PG in Data Science

Prerequisites and Eligibility
Prerequisites and Eligibility
  • 450K+
    Career Transformations
  • 250+
    Workshops Every Month
  • 100+
    Countries

Executive PG in Data Science Highlights

Become an Expert Data Scientist

57 Live Learning Sessions

400+ Hours of Learning Videos

60+ Industry Projects

24*7 Student Support

1:1 Career Mentorship Sessions

IIIT Bangalore Alumni Status

Exclusive Job Opportunities Portal

Daily Doubt Resolution Support

Complimentary Python Bootcamp

The Executive PG Programme from the International Institute of Information Technology – Bangalore (IIITB) is designed for graduates and professionals from diverse fields where you can earn certification and alumni status upon completion. Our program offers a comprehensive curriculum that covers 14+ programming tools and languages, including Python, Tableau, MySQL, Keras, and TensorFlow. You can choose from five specializations based on your background and career aspirations, such as Natural Language Processing and Business Analytics.

Our blended learning format provides you with the flexibility of recorded and live sessions and a dedicated student support team that is available 24x7 to handle any queries. With personalized feedback, regular live sessions by experts, and guidance from industry mentors, you'll learn valuable skills like Predictive Analytics using Python, Machine Learning, and Big Data. Our program is delivered on an AI-powered and personalized platform, ensuring a top-notch learning experience. Join us and elevate your skills to the next level!

KnowledgeHut has joined hands with upGrad—Asia's EdTech major—to bring you the Executive Post Graduate Program from IIITB, which is WES-recognized and ranked India's #1 Technical University (Private) by India Today.

Why KnowledgeHut For Executive PG in Data Science

The KnowledgeHut Advantage

Industry Mentors

Receive unparalleled guidance from industry mentors, teaching assistants and graders.

Student Support

Get 24*7 access to student support team for handling your queries via email or callback requests.

Expert Feedback

Personalized feedback on assignments and projects, regular live sessions by experts to clarify doubts.

Doubt Resolution

Timely doubt resolution by industry experts, 100% verified responses to ensure quality learning.

Career Services

Get mentored by an industry expert and receive personalized feedback for your career journey.

Job Opportunities

Gain exclusive access to upGrad's Job Opportunities portal and gain an edge in the application process.

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Executive PG in Data Science REVIEW

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Great platform

Knowledge hut has been a great platform in facilitating certification trainings. Also this was one training in my life I would say I was never bored and had great hands on experience. Keep up the good work. Also they are very flexible with schedules and user convenience.

Divya Ramesh
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Wonderful training experience

Wonderful training experience with KnowledgeHut trainer. The process for course registration is very smooth and easy. The course material and mock papers are very useful. Thank you KnowledgeHut.

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Interactive sessions

I attended a training session with knowledge hut and like the programs they offer. The training session was interactive and teacher was skilled in engaging  and keeping the session interactive. Thank you

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Great mentorship

I really had a great experience attending the workshop for two days. The maximum syllabus was covered and a lot of important topics and questions were answered. great mentorship. Worth the session.

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Executive PG Program in Data Science from IIIT-Bangalore Curriculum

Curriculum

1. Pre-Programme Preparatory Content

Learning Objective:

Get an understanding of Data Analysis and Problem Solving

Topics

  • Data Analysis in Excel
  • Analytics Problem Solving

2. Data Toolkit

Learning Objective:

Learn the fundamentals of Python and practical knowledge through case studies.

Topics

  • Introduction to Python
  • Programming in Python
  • Python for Data Science
  • Data Visualization in Python
  • Exploratory Data Analysis
  • Credit EDA Case Study
  • Inferential Statistics
  • Hypothesis Testing
  • Data Analysis using SQL
  • Advanced SQL & Best Practices
  • SQL Assignment: RSVP Movies
  • Introduction to Python
  • Programming in Python
  • Python for Data Science
  • Data Visualization in Python
  • Exploratory Data Analysis
  • Credit EDA Case Study
  • Inferential Statistics
  • Hypothesis Testing
  • Data Analysis using SQL
  • Advanced SQL & Best Practices
  • SQL Assignment: RSVP Movies

3. Machine Learning-I

Learning Objective:

Learn statistical concepts that are critical to NLP and business aspects of ML.

Topics

  • Linear Regression
  • Linear Regression Assignment
  • Logistic Regression
  • Classification using Decision Trees
  • Unsupervised Learning: Clustering
  • Basics of NLP and Text Mining
  • Business Problem Solving
  • Case Study: Lead Scoring

4. Deep Learning

Learning Objective:

Understand Deep Learning and Machine Learning with Neural Networks

Topics

  • Bagging & Random Forest
  • Boosting
  • Model Selection & General ML Techniques
  • Principal Component Analysis
  • Advanced Regression
  • Advanced ML Case Study
  • Time Series Analysis
  • Introduction to Neural Networks and ANN
  • Neural Network Assignment
  • Convolutional Neural Networks
  • Convolutional Neural Networks - Introduction and Industry Applications
  • Object Detection & Image Segmentation (Optional)
  • Recurrent Neural Networks
  • Gesture Recognition
  • Capstone Project

5. Natural Language Processing

Learning Objective:

Learn NLP concepts, ML techniques, neural nets, and syntactic processing with case studies.

Topics

  • Bagging & Random Forest
  • Boosting
  • Model Selection & General ML Techniques
  • Principal Component Analysis
  • Advanced Regression
  • Advanced ML case Study
  • Time Series Forecasting
  • Neural Nets for NLP
  • Syntactic Processing
  • Syntactic Processing Assignment
  • Semantic Processing
  • Applied DL in NLP
  • Case Study: Automatic Ticket Classification
  • Capstone Project

6. Business Analytics

Learning Objective:

Master data visualization and data storytelling from a business perspective.

Topics

  • Bagging & Random Forest
  • Model Selection & General ML Techniques
  • Time Series Forecasting
  • Model Selection Case Study
  • Visualisation using Tableau
  • Advanced Excel
  • Visualisation using PowerBI
  • Structured Problem-Solving using Frameworks
  • Data Storytelling
  • AirBnB Case Study
  • Operations Research in Excel
  • Data Architecture
  • Data Strategy
  • Business Case Study
  • Capstone Project

7. Business Intelligence/Data Analytics

Learning Objective:

Master data modelling and visualization to enhance your understanding of business intelligence with data analytics.

Topics

  • Data Modelling
  • Advanced SQL and Best Practices
  • Introduction to Big Data and Cloud
  • Analytics using Spark
  • Big Data Case Study
  • Visualisation using Tableau
  • Advanced Excel
  • Visualisation using PowerBI
  • Structured Problem Solving using Frameworks
  • Data Storytelling
  • AirBnB Case Study
  • Data Structures - Sets, Dictionaries, Stacks, Queues
  • Searching and Sorting
  • Algorithm Analysis + Recursion
  • Advanced Database Programming using Pandas
  • Python & SQL Lab
  • Capstone Project

8. Data Engineering

Learning Objective:

Understand data management tools and programming languages to build data pipelines.

Topics

  • Data Management and Relational Database Modelling
  • Introduction to Big Data(Optional)
  • Introduction to Cloud and AWS Setup
  • Introduction to Hadoop and MapReduce Programming
  • Assignment (Optional)
  • NoSQL Databases and Apache HBase and NoSQL Databases and MongoDB(Optional)
  • Data Warehousing (Optional)
  • Data Ingestion with Apache Sqoop and Apache Flume
  • Map reduce Programming Assignment
  • Hive & Querying
  • Assignment (Optional)
  • Amazon Redshift
  • Introduction to Apache Spark
  • Project: ETL Data Pipeline
  • AWS Cloud Infrastructure (Optional)
  • Optimising Spark for Large Scale Data Processing
  • Apache Flink (Optional)
  • Real-Time Data Streaming with Apache Kafka
  • Real-Time Data Processing using Spark Streaming
  • Assignment (Optional)
  • Building Automated Data Pipelines with Airflow
  • Analytics using PySpark
  • Project: Real Time data processing
  • Capstone Project

Who can attend the Executive PG in Data Science

Who This Course Is For?
  • Freshers
  • Engineers
  • Domain Experts
  • Marketing Professionals
  • Sales Professionals
  • IT Professionals
Who Should Attend

Executive PG in Data Science FAQs

Frequently Asked Questions
Course FAQs

1. What is the Executive Post Graduate Programme in Data Science with upGrad?

The Executive 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.

2. What should I expect from the Executive Post Graduate Programme in Data Science?

Expect to carry out several industry-relevant projects simulated as per the actual workplace, making you a skilled data science professional at par with leading industry standards.

3. Which topics are going to be covered as part of the programme?

The programme is designed for working professionals looking for a transition or growth into the data domain. Considering the requirements of different data roles in the industry, the curriculum is divided into five tracks. The course will have a common curriculum running for approximately for the first 5-6 months that everyone will go through after which they have to do any of the 5 specializations and a capstone project, in the remaining 6-7 months.

4. What type of learning experience should I expect?

The content will be a mix of interactive lectures from industry leaders as well as world-renowned faculty. Additionally, the programme comprises live lectures or hangout sessions dedicated to solving your academic queries and reinforcing learning. Offline upGrad BaseCamps will also facilitate peer-to-peer interactions.

5. Is any certification granted at the end of the programme?

Post successful completion of the programme, an Executive Post Graduate Programme in Data Science would be granted from IIIT Bangalore.

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