Lectures on Inferential StatisticsThese lectures are scheduled as a part of the course "Probability and Statistics" at the Department of Computer Science and Engineering at Sejong University (2022 Spring Semester).
Probability and Random Variables
Probability Distributions (Continuous and Discrete) Expectation and Variance Introduction to Estimation Confidence Interval Test of Hypothesis Based on a Single Sample Test of Hypothesis Based on Two Samples Single-Factor Analysis of Variance (ANOVA) Multi-Factor Analysis of Variance (ANOVA) Goodness of Fit Tests Python Codes for Inferential Statistics [Will be uploaded here] Lectures on Statistical LearningI gave these lectures as a part of the course "Introduction to Statistical Learning" at the Department of Computer Science and Engineering at Sejong University (2021/09-2021/12).
Introduction to Statistical Learning
Linear Regression Linear Regression Review Classification (Logistic Regression) Classification (Generative Models) Resampling (Cross-validation, The Bootstrap) Model Selection and Regularization (Subset Selection, Lasso and Ridge Regression) Model Selection and Regularization (Dimension Reduction Methods) Tree-Based Methods: Decision Tree Basics Tree-Based Methods: Ensemble Learning Support Vector Machine (SVM) Unsupervised Learning (Principle Component Analysis, Clustering Methods) Python Codes for Statistical Learning [Python Basics] [Linear Regression] [Regression Review] [Classification] [Model Selection and Regularization] [Ensemble Learning] [SVM and Clustering] Lectures on MultimediaI gave these lectures as a part of the course "Multimedia" at the Department of Computer Science and Engineering at Sejong University (2021/09-2021/12).
Data Visualization: Introduction
Data Visualization: Design Multimedia Communications and Networks Content Distribution, Social Media, and Cloud Computing AR, VR, and Principles of Animation Introduction to Generative Adversarial Network (GAN) Please scroll down for lectures on other multimedia topics Lectures on Image ProcessingI gave these lectures as a part of the course "Image Processing" at the Department of Computer Science and Engineering at Sejong University (2020/1).
Introduction to Image Processing
Digital Image Fundamentals Intensity Transformations and Spatial Filtering (Part 1) Intensity Transformations and Spatial Filtering (Part 2) Filtering in the Frequency Domain (Part 1) Filtering in the Frequency Domain (Part 2) Image Restoration and Reconstruction Image Compression Image Segmentation Feature Extraction Lectures on MultimediaI gave these lectures as a part of the course "Multimedia" at the Department of Computer Science and Engineering at Sejong University (2019/2).
Multimedia Frameworks and Tools
Video Compression Principles Advanced Video Compression Techniques (AVC H.264 and HEVC H.265) Please scroll down for lectures on other multimedia topics Lectures on Probability and Statistics Programming with PythonI gave these lectures as a part of the course "Probability and Statistics Programming" at the Department of Computer Science and Engineering at Sejong University (2019/1).
Statistics with Python Practice 1
Statistics with Python Practice 2 Statistics with Python Practice 3 Statistics with Python Practice 4 Statistics with Python Practice 5 Please scroll down for lectures on other Probability and Statistics Programming topics Lectures on Image ProcessingI gave these lectures as a part of the course "Image Processing" at the Department of Computer Science and Engineering at Sejong University (2019/1).
Lectures Contents: TBA
Lectures on MultimediaI gave these lectures as a part of the course "Multimedia" at the Department of Computer Science and Engineering at Sejong University (2018/2).
Lectures Contents: TBA
Lectures on Probability and Statistics Programming in RI gave these lectures as a part of the course "Probability and Statistics Programming" at the Department of Computer Science and Engineering at Sejong University (2018/1).
Lectures on Internet of Things (IoT)I gave these lectures as a part of the course "Internet of Things: Protocols and Applications" at the Department of Computer Science and Engineering at Sejong University (2018/1).
Lectures Contents: TBA
Lectures on MultimediaI gave these lectures as a part of the course "Multimedia" at the Department of Computer Science and Engineering at Sejong University (2017/2).
Lectures on Object Oriented Programming (OOP) in C++I gave these lectures as a part of the course "Problem Solving and Lab: C++" at the Department of Computer Science and Engineering at Sejong University (2017/1).
Lectures on Random ProcessI gave these lectures as a part of the course "Random Process" at the Department of Information and Communication Engineering at Inha University, South Korea
Lectures on Wireless CommunicationsI gave these lecture as a part of the course "Advanced Data Communications and Wireless Networks" at the Department of CSE at Ahsanullah University of Science and Technology (AUST), Bangladesh (2013 and 2014).
Courses I Taught @University of DhakaAPECE-302: Radio & Television Engineering (Grade: Junior, Session: 2012-13)
[Course Home] APECE-402: Microwave & Satellite Communication (Grade: Senior, Session: 2011-12) [Course Home] [Lectures/Notices] APECE-302: Radio & Television Engineering (Grade: Junior, Session: 2011-12) [Course Home] [Lectures/Notices] EEE-1222: Basic Electronics (Grade: Freshman (2), Session: 2011-12) [Course Home] [Lectures/Notices] APECE-308: Microprocessor & Assembly Language Programming (2006, 2007) APECE-203: Electrical Machines & Measurements (2006) APECE-406: Material Science (2006, 2007) APECE-205: Physical Electronics & Electronic Devices (2007) Others Courses I Teach/Taught
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