Executive Diploma in Data Science & AI

Offered byupGrad
Private Institute
Estd. 2015

Executive Diploma in Data Science & AI
at
upGrad
Overview

Master machine learning and build intelligent systems and take a career shift toward data analysis and AI

Duration	12 months
Start from	31st Jan'25
Total fee	₹2.99 Lakh
Mode of learning	Online
Official Website	Go to Website
Course Level	PG Diploma

Executive Diploma in Data Science & AI
at
upGrad
Highlights

Earn a diploma NAAC A+ accredited university IIIT Bangalore
No cost EMI options available
Placement assistance with our 300+ hiring partners
Mock interviews with hiring managers
Doubt Resolution Sessions and 1:1 TA connects

Executive Diploma in Data Science & AI
at
upGrad
Course details

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

NLP Techniques

Time Series Forecasting

More about this course

The graduate Programme in Data Science & AI (Executive) course starts with a solid foundation in Python and gradually transitions into advanced topics like deep learning, data engineering, and generative AI

This diploma course in data science and AI will prepare you for real-world challenges by training you with tools like Excel, Python, Matplotlib, Seaborn, and MySQL

Executive Diploma in Data Science & AI
at
upGrad
Curriculum

Python for Data Science

Introduction to Python

Programming in Python

Python for DS

Data Visualisation in Python

Data Toolkit

Exploratory Data Analysis

Credit EDA Assignment

Inferential Stats

Hypothesis Testing

Basics of SQL

Advanced SQL

SQL - RSVP Movies Case Study

Introduction to Machine Learning

Linear Regression - I

Linear Regression - II + Gradient Descent for SLR

Linear Regression Assignment

Logistic Regression - I

Logistic Regression - II

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

Business Analytics

Bagging & Random Forests

Model Selection

Time Series Forecasting

Model Selection Case Study

Basic Viz. using Tableau

Advanced Excel

Deep Learning

Bagging & Random Forests

Boosting

Model Selection

PCA

Advanced Regression + Time Series Forecasting (Optional)

Advanced ML Case Study

Executive Diploma in Data Science & AI
at
upGrad
Faculty details

Chandrashekar Ramanathan

Professor and Dean (Academics), International Institute of Information Technology, Bangalore

Dr. Debabrata Das

Dr. Debabrata Das is serving as Director of IIIT Bangalore (IIITB). Before joining IIITB in 2002, he had served at G S Sanyal School of Telecommunication at IIT Kharagpur and later at Kirana Networks in New Jersey, USA. He is Project Officer of National Mission for Interdisciplinary Cyber Physical Systems in the areas of Advanced Communication System, from DST, Govt of India.