Publications by Md Sakhawat Hossen
Bioinformatics: Sequence and Phylogenetic Analysis
Introduction Nucleic acids and protein sequences are extremely ubiquitous to the way we imagine biology today. Nucleic acids represent genes, RNAs, and so on, whereas proteins are considered the building blocks of life. These biomolecules actually depict the information content in the living system. They are represented in terms of a sequence...
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Statistical Learning Workshops: Linear Regression
Linear Regression Linear regression is the stepping stone for building any statistical learning model or Machine Learning Model. Although, it is somewhat dull in comparison to other vastly popular and complex learning algorithm but Linear regression is still a very useful tool for predicting quantitative response. We can easily make good inferenc...
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Extensive Statistical Data Analysis Pipeline
Introduction In this statistical data analysis project, We will walk through a comprehensive data analysis pipeline starting with the basic analytical procedures later expanding towards more advanced, and sophisticated methods and finally hypothesis testing of different kinds. All the code chunks will be shown in rectangular box. The output of th...
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Data Visualization in Practice
Introduction In this project, we will explore data visualization techniques frequently practiced in many industries, academia, and government. There’s a pronounced saying “a picture is worth a thousand words”. Sometimes, data visualization is so powerful, convincing, and interpretable that no follow-up post hoc analysis is necessary. R prog...
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Neural Network: A Laymen's Guide
Introduction A neural network is a network of neurons which are modeled mathematically by using learning algorithms inspired by the brain to store information. An artificial neural network is made up of artificial neurons where each neuron is referred to as node. So, we can say a neural network is either a biological neural network, comprised of ...
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Data Collection and Data Management Routines in R
Introduction First and foremost, Statistical Analysis mandates the creation and collection of data from different sources and formats. The vast swathes of libraries in R programming language facilitate the collection of data from myriads of formats and sources without a glitch. In this project, we will go through the basics of how to collect and ...
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