Post Graduate Diploma in Data science

START:
February 10, 2023
DURATION:
6 months
CREDIT:
18

Categories

Post Graduate Diploma in Business Administration (PGDDS) offered jointly by
United International University & BITM

Admission of “2nd Batch PGDDS” is going on
Deadline for admission February 08, 2023 (Seats are limited)
Class will commence on February 10, 2023
(Classes will be held on campus only on Friday)

Admission Requirements:

  • Minimum Bachelor degree from any recognized university/university college
  • 2 Passport size photographs
  • Photocopy of NID/Passport
  • Photocopy of all Certificates & Mark sheet

 SEMESTER-1

  1. Programming on Core Python
  • An Introduction to Python & Basic Syntax
  • Language Components & Loop
  • List, Tuple, Set & Dictionary
  • Functions, Regular Expressions
  • Classes, Objects & Method
  • Inheritance, Overloading, Encapsulation
  • Modules & Packages, Database/File
  • Data Structures & Algorithms
  1. SQL Database Design and Develop
  • Introduction, RDBMS, Normalization, SQL Command, No SQL
  • Primary key & foreign key, Constraint, Select record
  • SQL Operators, Group By, SQL Joining
  • String Functions, Aggregate function. Scalar function. Date Functions, Wildcards
  • Temporary Table, Clone Table, Sub Query, Views, Trigger
  • Stored Procedures, Parameters, Output parameters, Return values, Advantage
  • Indexing, Clustered, Non Clustered, Transactions, DeadLock, Prevent Deadlock
  • SQL Injection, Prevent Injection, Cursor, Backup/Restore, Maintenance, Scheduling

  1. Data Analysis & Data Visualizations
  • Introductions & Statistics Revisited
  • Data Visualization with Python
  • Missing value handling, Data Normalization
  • Working with numerical & categorical data
  • Working with text data
  • Exploratory data analysis part 1
  • Exploratory data analysis part 2
  • Data Visualization & reporting using Power BI


SEMESTER-2

4. Machine Learning using Python

  • Introduction to Machine Learning
  • NumPy arrays, Built-in methods, Indexing, slicing, Pandas, Series, DataFrame
  • Linear Regression Theory, Algorithm, Exercise, Model
  • K Nearest Neighbors Theory, Algorithm, Exercise, Model
  • Decision Tree Theory, Algorithm, Exercise,
  • Random Forests, Splitting, Entropy, IG, Bootstrap, Bagging
  • Support Vector Machines Theory, Algorithm
  • K Means Clustering Theory, Algorithm, Exercise

  1. Deep Learning using Python
  • Introduction to Neural Networks & Neural Networks Basics
  • Perceptron & Multilayer Neural Network
  • Activation Functions, Optimization Algorithms & others
  • Regression using Deep Neural Networks
  • Classification using Deep Neural Networks
  • Convolutional Neural Network (CNN) & Case Studies
  • Sequence Models
  • Transfer Learning

  1. Data Science Project
  • Project Selection & Introduction to MLOPs
  • Tracking and model management
  • Models and data Pipelines
  • Model Deployment
  • Project update & evaluation
  • Model Monitoring
  • Best Practices
  • Project presentation & final evaluation


After Completing This PGD You Will Be Able To:

  • Coding in Python
  • Getting data from database using SQL
  • Data analysis using Python
  • Feature Engineering
  • Machine Learning
  • Training Deep Learning Model
  • Deploy your Machine Learning Model
  • Create dashboards using BI tools like PowerBI
  • Best practices in Data-driven product development

 

Tuition fees Breakdown:

  • Application Form: BDT. 500.
  • Admission Fees (Non-Refundable): BDT 10,000
  • Tuition Fees: BDT 30,000 for the program.

Total Course Fee TK. 40,500

 Waiver criteria:

  • UIU graduates;
  • group of 3 or more employees from the same organization;
  • ICAB Students & members
  • For paying full tuition fees at the time of admission.

Note: Students will avail flat waiver of BDT 5000/- upon eligibility of any ONE of the above waiver options

 

Mode of Payment:

  • Installment 1: BDT 15,500 During Admission
  • Installment 2: BDT 12,500 During Term-1
  • Installment 3: BDT 12,500 During Term-2

Admission form is available in UIU permanent campus admission office.

 

Contact person:

Md. Anisur Rahman Khan
Executive, IBER,
United International University

Cell; 01770152783 (9am- 6pm)
Email: iber@uiu.ac.bd

 

 

Quick Contact

IBER Office, Room-315, Level-3,

Our Websites & Social Media Pages

United International University,

United City, Madani Avenue,

Dhaka, Bangladesh

Contact Person

Md. Anisur Rahman

Executive, Institute of Business And Economic Research (IBER)

+88 01770152783

iber@uiu.ac.bd