IIIT Bangalore - Post Graduate Certificate in Data Science & AI (Executive)

Offered byupGrad
Private Institute
UGCApproved
Estd. 2015

Post Graduate Certificate in Data Science & AI (Executive)
at
upGrad
Overview

Duration	8 months
Start from	31st Jan'25
Total fee	₹1.80 Lakh
Mode of learning	Online
Official Website	Go to Website
Credential	Certificate

Post Graduate Certificate in Data Science & AI (Executive)
at
upGrad
Highlights

Earn a certificate after completion of course from IIT Bangalore
No Cost EMI Options Available
Placement assistance with 300+ hiring partners
Career mentorship Sessions(1:1)
Mock interviews and just in time interview preparation support
Hands-on projects and case studies for real world exposure

Post Graduate Certificate in Data Science & AI (Executive)
at
upGrad
Course details

Skills you will learn

Python Statistics Data Science

Who should do this course?

Engineers, Marketing & Sales Professionals, Freshers, Domain Experts, Software & IT Professionals

What are the course deliverables?

Data Processing and Transformation

Statistical Analysis

Machine Learning Models

Big Data Analytics

Visualization and Storytelling

Generative AI and Deep Learning

Data Engineering

Cloud Computing

More about this course

Post Graduate Certificate in Data Science & AI (Executive), in collaboration with IIIT Bangaloreis a program that combines advanced data science skills with new technologies like Business Intelligence

This program equips you with hands-on experience and job-ready skills

Collaborating with IIIT Bangalore’s esteemed faculty and industry professionals, you’ll gain insights into the latest data science trends and technologies

Post Graduate Certificate in Data Science & AI (Executive)
at
upGrad
Curriculum

Course I

Python for DS

Introduction to Python

Programming in Python

Python for DS

Course II

Data Toolkit

Exploratory Data Analysis

Credit EDA Assignment

Course III

Introduction to Machine Learning

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

Specialization

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

Specialization

Business Analytics

Bagging & Random Forests

Model Selection

Time Series Forecasting

Model Selection Case Study

Basic Viz. using Tableau

Advanced Excel

Data Analysis and Visualisation in Power BI

Analytical Thinking and Structured Problem Solving using Frameworks

Data Storytelling

Airbnb Case Study

Operations Research using Excel

Introduction to GenAI and Working with OpenAI APIs

ChatBot System Design + ShopAssistAI

Semantic Searches, Vector Databases, RAG with LlamaIndex

Demonstration: PixxelCraftAI

Course Project: HelpMateAI+LangChain (optional)

Capstone

Specialization

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

Attention Mechanism and Transformer Architectures

Introduction to GenAI and Working with OpenAI APIs

ChatBot System Design + ShopAssistAI

Semantic Searches, Vector Databases, RAG with LlamaIndex

Diffusion Models + PixxelCraftAI

Course Project: HelpMateAI + LangChain (optional)

Capstone Topic

Post Graduate Certificate in Data Science & AI (Executive)
at
upGrad
Faculty details

Chandrashekar Ramanathan

Prof. Chandrashekar has a Ph.D. from Mississippi State University and experience of over 10 years in several multinational organizations

Tricha Anjali

Prof. Anjali has received her Integrated M.Tech. (EE) from Indian Institute of Technology, Bombay in 1998 and Ph.D. from Georgia Institute of Technology in Atlanta in 2004. She has been with the Department of Electrical and Computer Engineering at Illinois Institute of Technology, Chicago since 2004. Her broad research interests include computer networks and wireless networks.