DIU-BLC
Algorithms for Data Science (Fall 2022 MSc)
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CSE 511 Algorithms for Data Science
Announcements
OBE Course Outline
Introduction
Data Science Introductory
Week -1 Python Basics
Python Basic Lecture
Class video Week-1
Practice Problem Week-1
Discuss about Python Basics
Data Pre-processing
Data Pre-processing Lecture
Data Pre-Processing Dataset
Class Recording Week-2
Discussion about Data
Week-3 Linear Regression
Linear Regression [slide]
Google Colab files for LR
Linear Regression [Slide]
Lecture video Week-2
Google Colab files for LR
Class Test
Discussion on Linear Regression
Week-4 Logistic Regression
Logistic Regression (Slide)
Google Colab files for Logistic Regression
Class Recording Week-4
Practice Problems solve at home
Discussion about Logistic Regression
Week-5 Naive Bayes
Lecture Slides Week-5
Class Recording Week-5
Gaussian Naive Bayes classifier with python
Midterm Overlap Exam
Discussion about Naive Bayes
Week-6 Decision Tree
Lecture Slide Week-6
Decission Tree & Random Forest with python
Week-7 Random Forest
Random Forest Slide
Random Forest with Python
Practice Problems solve at home
Video Presentation
Assignment-1
Discussion on Decision Tree & Random Forest
Week-8 K Nearest Neighor
K Nearest Neighbor
KNN with python
Discuss about KNN
Week-9 K Means Clustering
K-Means Clustering
K-Means Clustering with python
Discuss about clustering algorithm in machine learning
Week-10 Neural Network
Neural Network(Slide)
Tensorflow Beginner
Discuss about Neural Network
Week-11 Neural Network
Classification using TensorFlow
Week-12 Review and Final Exam
Final Exam M.Sc
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Course info
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Courses
DIU
Faculty of Science and Information Technology
Computer Science and Engineering
CSE Fall 2022
ADSFall22
Summary
Algorithms for Data Science (Fall 2022 MSc)
Teacher:
Md Zahid Hasan (ZH)
Teacher:
Md. Shahriar Shakil
Skill Level
:
Beginner