Post Graduate Diploma (PGD) in Data Science

Post Graduate Diploma (PGD) in Data Science

This is a specialization course which will help you to get a break into Data Science and Machine Learning with a project.

course at a glance

  • Date : 20 Jan - 14 Jul 2023
  • No. of Classes/ Sessions : 72
  • Total Hours : 144
  • Last Date of Registration : 18 Jan 2023
  • Class Schedule :
    • Friday - 8:30 AM - 10:30 AM
    • Friday - 10:45 AM - 12:45 PM
    • Friday - 2:30 PM - 4:30 PM
  • venue : United International University (UIU) Campus. United City, Madani Avenue, Badda, Dhaka-1212

Price: TK. 60,000
(including VAT & TAX)
Discount Price TK. 40,500

Post Graduate Diploma (PGD) in Data Science
Course Duration: 6 Months
Total: 2 Semesters & 18 Credits
                                                                Each Semester has contain 3 courses & Every Courses has contain 3 Credits

This diploma course is jointly organized by BITM & United International University. Classes will be held in United International University (UIU) Campus.

 

Mode of Payment:

Installment 1: Tk. 15,500.00 (at the time of admission)
Installment 2: Tk. 12,500.00 (before the final exam of Term-I)
Installment 3: Tk. 12,500.00 (before the final exam of Term-II)
Total cost of the program: Tk. 40,500.00
One time full payment: Tk. 35,500.00

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


2. 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


3. 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


5. 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


6. 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

Curriculum

Post Graduate Diploma (PGD) in Data Science Post Graduate Diploma (PGD) in Data Science 144 Hrs

Tentative Class Start

20th January, 2023

Available Seat

10 / 20

who can join

Who has completed at least Bachelor degree.