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Rayhanul Islam Rumel's Projects

breast_cancer_detection icon breast_cancer_detection

I have used the Wisconsin Diagnostic Breast Cancer (WDBC) dataset to create predictive models that can classify benign and malignant tissue.

data-science-project icon data-science-project

As a part of the Data Science course, I carried out an EDA as my project based upon the Corona Virus Dataset given by the staff of the course. Unfortunately the dataset lacked a lot of important information and was not properly populated, However, I tried to visualize the data and identify any significant trend or information by plotting Heatmap, Pie chart, Bar Graph, Correlation Graph etc.

data_cleaning_using_sql icon data_cleaning_using_sql

Here, I work on cleaning a dataset using SQL. For that I used a dataset called Nashville Housing Data which is also available in the repository. I applied different cleaning techniques like standardizing a column value, split one column information into multiple columns, dealing with null values, removing duplicates and stuff like that.

da_portfolio_project icon da_portfolio_project

This repository will showcase all the projects that I had done in order to become a Data Analyst.

excel_project icon excel_project

In this project. I worked with MS Excel using a dataset called Bike Purchase Data. Here I performed the following approaches to process the data as well as visualize data:

expense-tracker icon expense-tracker

I developed the simple expense tracker using one of the popular JS frameworks, React.JS

house_rent_prediction icon house_rent_prediction

Here I have used housing.csv dataset which is availabl in the repository to predict the rent of a house. In order to solve the problem, I have used a very popular supervised learning method, Linear Regression as the model. I split the date into train and test set. Trained the model with the train set and predicted the date of test set. I also visualized both the predicted and true values in order to represent the quality of the model in predicting unseen data.

master-thesis icon master-thesis

This repository contains the work implementation part of my thesis. Each experiment shows the successful execution of linkage attack against machine learning models. The aim of this attack is to expose whether two machine learning models are using similar trainset or not.

minimal-mistakes icon minimal-mistakes

:triangular_ruler: Jekyll theme for building a personal site, blog, project documentation, or portfolio.

privacy-enhancement-technologies icon privacy-enhancement-technologies

All three ML attacks that I along with my teammates implemented during attending the course titled Privacy Enhancement Technologies by Prof. Yang Zhang at Saarland University during Summer Semester 2020.

snlp19 icon snlp19

This repository will contain all the assignments and projects I will do for SNLP summer semester 2019 in my masters

sql_queries_advance icon sql_queries_advance

In this repository, I practiced advanced queries like CTE, Stored Procedures, String functions, Substring, Temp Table.

sql_queries_basic_level icon sql_queries_basic_level

This repository will show the SQL queries that I practiced while learning the basic SQL queries. Here I created two tables, inserted values into tables, selected values from the tables, used other queries like distinct, top, count, max, min, avg, where condition, and group by.

sql_queries_intermediate icon sql_queries_intermediate

This repository contains intermediate level queries that I practiced while learning SQL. Here I used queries like Update and Delete, Join, Case statement, Union, Having, Alias, and Partition by. I used 3 different small sized datasets to execute these queries.

wp-woocommerce-demo-web icon wp-woocommerce-demo-web

To showcase my skills in WordPress, particularly using WooCommerce, I built this very basic E-commerce website (Acoustic Guitar purchasing site)

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