Inbox Learners Hub | ISO certified Courses

Post Graduate Programme in Data Science & AI (Executive)

No Rating

(0 Reviews)

0 students enrolled

Post Graduate Programme in Data Science & AI (Executive)

Data Science and AI Executive Program, Post Graduate Program in Data Science & AI, Executive Course in Artificial Intelligence, AI and Data Science Certification, Advanced Data Science Program, AI for Executives

No Rating

(0 Reviews)

0 students enrolled

Requirements

bachelor’s degree, Professional Experience, Programming Knowledge, Understanding of Mathematics and Statistics, Analytical and Problem-Solving Skills, Basic Knowledge of AI and Machine Learning

Description

Post Graduate Programme in Data Science & AI (Executive)
Overview

Level-up to data pro with India’s #1 Data Science Programme. Master 14+ tools & languages to earn a WES recognized degree.

Duration	12 Months
Total Fee	₹3,25,000
Mode of learning	Online
Difficulty level	Beginner
Official Website	Go to Our Course
Credential	Certificate

Post Graduate Programme in Data Science & AI (Executive)

Highlights

Discover More

✓ 14+ Programming Tools & Languages
✓ 60+ Case Studies & 14+ Industry Projects
✓ Personalised Industry Session
✓ Career Bootcamp
✓ No Cost EMI Options Available
✓ 1 Free Deferral

✓ Up-to-date modules integrated with Generative AI
✓ Complimentary Python Programming Bootcamp
✓ IIIT Bangalore Alumni Status

Post Graduate Programme in Data Science & AI (Executive)
Course Details

Skills you will learn

Data Analysis, Machine Learning, Python programming, Data Engineering

More about this course

✓ Up-to-date Syllabus with Generative AI Modules
✓ Complimentary Python Programming Bootcamp
✓ 60+ Case studies & 14+ Industry Projects
✓ IIIT Bangalore Alumni Status
✓ Outcomes of these programs have been audited by Deloitte
✓ About 30 weeks of specialized content as per track of choice

Post Graduate Programme in Data Science & AI (Executive)
Curriculum

Course 1: Data Toolkit

✓ Introduction to Python
✓ Programming in Python
✓ Python for DS
✓ Data Visualisation in Python
✓ Exploratory Data Analysis
✓ Credit EDA Assignment
✓ Hypothesis Testing
✓ Basics of SQL
✓ Advanced SQL
✓ SQL - RSVP Movies Case Study

Course 2: Machine Learning - I

✓ 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

Course 3: 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
✓ SQL & Python Lab
✓ Capstone Topic

Course 4: Business Analytics

✓ Bagging & Random Forests
✓ 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
✓ 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 Topic

Course 5: 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

Course 6: 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
✓ Transformer Architectures and Case Study
✓ Introduction to GenAI and Working with OpenAI APIs
✓ ChatBot System Design + ShopAssistAI
✓ Semantic Searches, Vector Databases, RAG with LlamaIndex
✓ LangChain
✓ Course Project: HelpMateAI + Demonstration: PixxelCraftAI (optional)
✓ Capstone Topic

Post Graduate Programme in Data Science & AI (Executive)
Entry Requirements

Eligibility Criteria

✓ Bachelor's Degree (4 years program) or a Masters Degree in the relevant discipline with at least 55% marks. Minimum of 2 years of work experience

Recent Courses

Fundamentals of Business Accounting...

January, 3rd 2025
0

Discover the essentials of business accounting and finance. Our comprehensive resources will help you master key concepts and..

199.00₹
~~1990.00₹~~

Business Strategy Consulting Master...

January, 3rd 2025
0

Elevate your business acumen with our Business Strategy Consulting Masterclass. Gain insights and skills to drive success and..

199.00₹
~~1990.00₹~~

Business Analysis: Writing Successf...

January, 3rd 2025
0

Discover how to craft compelling business cases that drive success. Our expert insights on business analysis will elevate you..

199.00₹
~~1990.00₹~~

Profitable Business Niche: Find An...

January, 3rd 2025
0

Discover your ideal business niche with our expert guidance. Unlock profitable opportunities and elevate your entrepreneurial..

199.00₹
~~1990.00₹~~

Gain control over your finances and...

January, 3rd 2025
0

Take charge of your financial future with expert tips and strategies to save capital and manage your finances effectively. St..

199.00₹
~~1990.00₹~~

About Instructor

Upgrad edu

About Instructor