DS_tex_file.tex

%----------------------------------------------------------------------------------------
%	PACKAGES AND OTHER DOCUMENT CONFIGURATIONS
%----------------------------------------------------------------------------------------
\documentclass[letterpaper]{DS_class_file} % a4paper for A4

% Command for printing skill overview bubbles
\newcommand\mllibs{ 
~
	\smartdiagram[bubble diagram]{
        \textbf{~~~~~~~Data~~~~~~~},
        \textbf{~~~~~PyTorch~~~~~},
        \textbf{~~~~XGBoost~~~~},
        \textbf{~~~~LightGBM~~~~},
	\textbf{~~~~~Scikit~~~~~~}\\\textbf{~~~Learn~~~},
	\textbf{~~TensorFlow~~}
    }
}

\newcommand\pythonlibs{ 
~
	\smartdiagram[bubble diagram]{
        \textbf{~~~~~~Python~~~~~~},
        \textbf{~~~~~FastAPI~~~~~},
        \textbf{~~~~~PyTest~~~~~},
        \textbf{~~~~~MLFlow~~~~},
        \textbf{~~~~~Requests~~~~},
        \textbf{~~~~~Django~~~~},
        \textbf{~~~Streamlit~~~}
    }
}



% \newcommand\hobies{ 
% ~
% 	\smartdiagram[bubble diagram]{
%         \textbf{~~~~Myself~~~~},
%         \textbf{~~~~Reading~~~~}\\\textbf{~~~Books~~~},
%         \textbf{~~~~Travelling~~~~},
%         \textbf{~~~~Watching~~~~}\\\textbf{~~~Movies~~~},
%         \textbf{~~~~Trekking~~~~}
%     }
% }




% Programming skill bars
\programming{{$\textbullet$ AWS $\textbullet$ Airflow $\textbullet$ Kubernetes / 2.0}, {$\textbullet$ Microsoft Office $\textbullet$ MLOps $\textbullet$ Git / 3.0}, {$\textbullet$ Linux $\textbullet$ SQL $\textbullet$ Docker  / 4.0}, 
{$\textbullet$ Python / 6.0}}
\vspace{10mm}
\programminglanguage{{ Arabic (A2 - Elementary Level) / 2.5 }, { English (C1 - Professional Work Ability) / 5}, { Turkish (C2 - Native Language) / 6}}
% Projects text
%\vspace{15mm}
%\languages{
%		\textbf{English-C1}- Advanced in Listening, Reading, Writing and Speaking.\\
%        \textbf{Arabic-A2} - Having basic knowledge about Arabic.
%}

%----------------------------------------------------------------------------------------
%	 PERSONAL INFORMATION
%----------------------------------------------------------------------------------------
% If you don't need onse or more of the below, just remove the content leaving the command, e.g. \cvnumberphone{}
\profilepic{mbk.jpg}% My photo is here
\cvname{\hspace{-0.5cm}Muhammed\newline\newline} % My name.
\cvsurname{\hspace{-0.6cm}Büyükkınacı} % My surname
\cvjobtitle{\hspace{0.05cm}Data Scientist} % My position.
% title/career

\cvlinkedin{MuhammedBuyukkinaci}
\cvgithub{MuhammedBuyukkinaci}
\cvnumberphone{+90 552 219 01 50} % Phone number
\cvsite{Istanbul-Turkey} % Where I live.
\cvwebsite{muhammedbuyukkinaci.com}
\cvmail{muhammedbuyukkinaci@gmail.com} % Email address

% \aboutme{
% I am a T-shaped Data Scientist who has general knowledge \& experience on different IT areas such as Machine Learning Engineering, Back-End \newline Development, Data Engineering, Testing, Amazon Web Services. I possess over 5 years of experience in Python. My passion lies in driving innovation and value through cross-functional collaboration. I adhere to Design Principles while constructing real-world Data Science projects within end-to-end \newline pipelines. I am also in the process of integrating MLOps practices into my work. Beyond these aspects, I am not just an IT Engineer but also an eager lifelong learner.

% Alongside my technical expertise, I exhibit extroversion and an open-minded demeanor, coupled with excellent communication skills. I leverage both my soft and hard skills to establish myself as a leading Data Scientist in the industry.
% }

\aboutme{

\justifying

I am a T-shaped Data Scientist who has general knowledge and experience on different IT areas such as Machine Learning Engineering, Amazon Web Services, System Engineering, Back-End Development, Data Engineering and Unit Testing. I have more than 6 years of experience in Python.

\justifying

My passion is to bring innovation and value through  cross-functional collaboration. I follow Design Principles to build real-world Data Science projects with end-to-end pipelines. I am also working on integrating MLOps practices into my work. Beyond these aspects, I am not only an IT Engineer but also an eager lifelong learner. 

\justifying

Besides my technical expertise, I am an extroverted and open-minded person with excellent communication skills. I leverage both my soft and hard skills to position myself as a leading engineer in the industry.
}

% .

%----------------------------------------------------------------------------------------

\begin{document}

\makeprofile % Printing sidebar

%----------------------------------------------------------------------------------------
%	 Cover Letter
%----------------------------------------------------------------------------------------


%----------------------------------------------------------------------------------------
%	 EXPERIENCE
%----------------------------------------------------------------------------------------

\section{Experience}

\begin{twenty}
    \twentyitem
		{Dec 2021}
		{Present}
		{\hspace{0.3cm}Data Scientist}
		{\href{https://www.hepsiemlak.com/}{\textbf{Hepsiemlak}}}
		{}
		{\begin{itemize}
                \item Predicting sales and rental prices of real estates using Machine Learning. Finding low-priced real estates. Building up a REST API that predicts prices of real estates via ML models.\newline Stack: Python, LightGBM, PyTest, FastAPI, Hadoop, AWS, Docker.
			\item Creating several image regression, segmentation \& classification projects on image data. \newline Stack: Python, PyTorch, Transfer Learning, RabbitMQ, Docker, AWS.
                \item Building up a Fraud Detection System for Affiliate Marketing project.
                \item Computing price indexes of locations using Apache Spark.
			
                
		\end{itemize}}
		\\
	\twentyitem
		{Oct 2019}
		{Dec 2021}
		{\hspace{0.3cm}Data Scientist}
		{\href{https://www.urbanstat.com/}{\textbf{Urbanstat}}}
		{}
		{\begin{itemize}
			\item Created an ML based risk scores of automobiles \& houses for the use of insurance companies. Lowered loss ratios up to 7\%. \newline Stack: Python, Flask, LightGBM, PostgreSQL, Docker.
			\item Predicted wildfires and dangerous regions in California \& West Coast of USA using ML algorithms. Outperformed predictions of state government. Used SHAP library for interpretable outputs.
			\item Developed an ML based churn analysis for house policies.
		\end{itemize}}
		\\
	\twentyitem
		{Sep 2018}
		{Oct 2019}
		{\hspace{0.3cm}Fraud Systems Engineer}
		{\href{https://www.turkcell.com.tr/}{\textbf{Turkcell}}}
		{}
		{\begin{itemize}
			\item Took part in an ML project that aimed to predict which customers were going to object to their invoices. Dealt with an unbalanced problem.
			\item Monitored Fraud \& Credit Control services of Turkcell. Managed several Physical \& Virtual Machines. Deployed software packages on live environment. Used Linux and SQL a lot.
		\end{itemize}}
		\\
	\twentyitem
		{Apr 2018}
		{Aug 2018}
		{\hspace{0.3cm}Junior Data Scientist}
		{\href{http://www.organonanalytics.com/pages/index.php}{\textbf{Organon Analytics}}}
		{}
		{\begin{itemize}
			\item Designed dashboards for end users via Shiny library of R.
			\item Dealt with Customer Segmentation Analysis through Clustering.
		\end{itemize}}
		\\
	% \twentyitem
 %    	{Nov 2017}
	% 	{Mar 2018}
 %        {\hspace{0.3cm}Freelance Coder}
 %        {\textbf{AG Bioinformatics}}
 %        {}
 %        {\begin{itemize}
 %        \item Designed and coded experiments used for EEG Analysis.
 %        \item Used Python and Neurobs's Presentation Software.
 %        \end{itemize}}
\end{twenty}


%----------------------------------------------------------------------------------------
%	 EDUCATION
%----------------------------------------------------------------------------------------
\section{Education}

\begin{twenty} % Environment for a list with descriptions

  %       \twentyitem
	 %    {2018 Jan}
	 %    {2020 Jan}
	 %    {\hspace{0.2cm}Master of Science, Industrial Engineering}
	 %    {\href{http://www.ie.boun.edu.tr/}{\hspace{0.27cm} \textbf{Boğaziçi University} }}
	 %    {}
	 %    {\begin{itemize}
		% 	\item Dropped out.
		% \end{itemize}} 
  %       \\
   	\twentyitem
	    {2012 Sep}
	    {2018 Jan}
	    {\hspace{0.2cm}Bachelor of Science, Industrial Engineering}
	    {\href{http://www.ie.boun.edu.tr/}{\hspace{0.27cm} \textbf{Boğaziçi University} }}
	    {}
	    {\begin{itemize}
			\item Took Statistics, Data Mining \& Time Series Forecasting courses.
			\item Forecasted hourly electricity consumption of a specific region using different Machine Learning Algorithms in my graduation project.

		\end{itemize}} 
\end{twenty}


%----------------------------------------------------------------------------------------
%	 Achievements
%----------------------------------------------------------------------------------------
\section{Achievements}

\begin{twenty} % Environment for a list with descriptions
	\twentyitem
	{\href{https://www.kaggle.com}{Kaggle}}
	{}
	{\hspace{0.3cm}\href{https://www.kaggle.com/mbkinaci}{Kaggle Expert}}
	{}
	{}
	{
		{\begin{itemize}
				\item Collected 3 silver and 2 bronze medals. Joining 20+ competitions.
		\end{itemize}}
	}
	\\
	\twentyitem
	{2017 ALES}
	{}
	{\hspace{0.3cm}Ranked 147th in Turkey}
	{}
	{}
	{
		{\begin{itemize}
				\item Achieved a ranking of 147th out of 300 thousand participants in the 2017 Spring ALES (Academic Personnel and Postgraduate \newline Education Entrance Exam).
		\end{itemize}}
	}
	\\
	\twentyitem
	{2012 YGS}
	{}
	{\hspace{0.3cm}Ranked 300th in Turkey}
	{}
	{}
	{\begin{itemize}
			\item Attained a position of 300th among 1.86 million candidates in the 2012 YGS (The Transition to Higher Education Examination).    
   
	\end{itemize}}

\end{twenty}

\newpage

\makeseconda % Print the sidebar

%----------------------------------------------------------------------------------------
%	 PROJECTS
%----------------------------------------------------------------------------------------
\section{Projects}

\begin{twenty} % Environment for a list with descriptions
    
	\twentyitem
	{Django}
	{App}
	{\hspace{0.3cm}\href{https://muhammedbuyukkinaci.com}{muhammedbuyukkinaci.com}}
	{\href{https://github.com/MuhammedBuyukkinaci/muhammedbuyukkinaci.com}{\textbf{GitHub Link}}}
	{}
	{
		{\begin{itemize}
				\item A Django Application deployed on a VPS of DigitalOcean.
				% \item Used Bootstrap, JavaScript, PostgreSQL, NGINX, Gunicorn and Docker to build up the website.
		\end{itemize}}
	}
	\\
	
	\twentyitem
	{Time}
	{Series}
	{\hspace{0.3cm}Bitcoin Trading}
	{\href{https://github.com/MuhammedBuyukkinaci/Bitcoin-Trading}{\textbf{GitHub Link}}}
	{}
	{
		{\begin{itemize}
				\item Built up an LSTM model to predict price volatility on 4-hourly Bitcoin data.
				\item Obtained a fractional signal for trading.
		\end{itemize}}
	}
	\\
	
	\twentyitem
	{Image}
	{Segmentation}
	{\hspace{0.3cm}DeText}
	{\href{https://github.com/MuhammedBuyukkinaci/DeText}{\textbf{GitHub Link}}}
	{}
	{
		{\begin{itemize}
				\item Created a simulated dataset by overlaying text on images.
				\item Trained a UNet model to remove text from images via TensorFlow.
		\end{itemize}}
	}
	\\
    
	% \twentyitem
	% {Image}
	% {Classification}
	% {\hspace{0.3cm}Multiclass Image Classification With TensorFlow}
	% {\href{https://github.com/MuhammedBuyukkinaci/TensorFlow-Multiclass-Image-Classification-using-CNN-s}{\textbf{GitHub Link}}}
	% {}
	% {
	% 	{\begin{itemize}
	% 			\item Training a CNN (AlexNet) on multiple classes from scratch.
	% 	\end{itemize}}
	% }
% 	\\
% 	\twentyitem
% 	{Object}
% 	{Localization}
% 	{\hspace{0.3cm}Object Localization With TensorFlow}
% 	{\href{https://github.com/MuhammedBuyukkinaci/Object-Classification-and-Localization-with-TensorFlow}{\textbf{GitHub Link}}}
% 	{}
% 	{
% 	{\begin{itemize}
% 			\item Building a multiple-headed CNN, one for regression and one for classification.
% 	\end{itemize} }
% 	}
% 	\twentyitem
% 	{Sentiment}
% 	{Analysis}
% 	{\hspace{0.3cm}Sentiment Analysis with TensorFlow}
% 	{\href{https://github.com/MuhammedBuyukkinaci/TensorFlow-Sentiment-Analysis-on-Amazon-Reviews-Data}{\textbf{GitHub Link}}}
% 	{}
% 	{
% 		{\begin{itemize}
% 				\item Solving the binary classification problem with LSTM's and GRU's.
% 				\item Implementing Conv1D and Conv2D before LSTM and GRU layers.
% 				\item Adding Attention layer \& BN layer before Dense layers.
% 		\end{itemize}}
% 	}
% 	\\
	
	
\end{twenty}

\section{Certificates}

\begin{twenty} % Environment for a list with descriptions
        \twentyitem
	{AWS}
	{}
	{\hspace{0.3cm}Introduction to Amazon Web Services}
	{\href{https://www.udemy.com/certificate/UC-8773cc22-c86d-43a9-89ad-4c4e8e02aa38/}{\textbf{Certificate Link}}}
	{}
	{
		{\begin{itemize}
				\item Completed a 25-hours AWS Course on Udemy.
				\item Learned fundamentals of AWS and services like EC2, S3, IAM, VPC, RDS, ECR, EKS and DynamoDB etc.
		\end{itemize}}
	}
	\\

	\twentyitem
	{Docker}
	{}
	{\hspace{0.3cm}Docker A-Z™}
	{\href{https://www.udemy.com/certificate/UC-c1ab98de-9803-452b-9166-8ef3ae797e5a/}{\textbf{Certificate Link}}}
	{}
	{
		{\begin{itemize}
				\item Completed a 16-hours course on Udemy. Learned basics of Docker.
		\end{itemize}}
	}
         \\
        \twentyitem
	{Kubernetes}
	{}
	{\hspace{0.3cm}Kubernetes Basics}
	{\href{https://www.udemy.com/certificate/UC-ffd4189d-0bd4-4cde-9845-bf7c5e5bbf22/}{\textbf{Certificate Link}}}
	{}
	{
		{\begin{itemize}
				\item Completed a 17-hours Kubernetes Course on Udemy.
                    \item Learned fundamentals of Kubernetes and K8s objects such as Pod, Deployment, Service, Ingress, Cronjob etc.
		\end{itemize}}
	}
	\\
	\twentyitem
	{MLOps}
	{}
	{\hspace{0.3cm}Complete MLOPS Bootcamp}
	{\href{https://www.udemy.com/certificate/UC-2296034a-bb96-4d35-80b5-dd956cceeeb7/}{\textbf{Certificate Link}}}
	{}
	{
		{\begin{itemize}
				\item Completed a 3.5 hours MLOps course.
                    \item Learned useful tools for MLOps practices.
		\end{itemize}}
	}
	\\
	\twentyitem
	{Linux}
	{}
	{\hspace{0.3cm}Linux A-Z™}
	{\href{https://www.udemy.com/certificate/UC-74719d94-89af-44ba-ab2d-4299dd2ec3dd/}{\textbf{Certificate Link}}}
	{}
	{
		{\begin{itemize}
				\item Completed a 10-hours Linux Course on Udemy.
				\item Elevated my Linux knowledge to an advanced level.
		\end{itemize}}
	}
	\\
	\twentyitem
	{Big Data}
	{}
	{\hspace{0.3cm}Big Data A-Z™}
	{\href{https://www.udemy.com/certificate/UC-4a851250-cc99-4a9d-8f7c-d8a32ed0a832/}{\textbf{Certificate Link}}}
	{}
	{
		{\begin{itemize}
				\item Completed a 12-hours Big Data Course on Udemy.
				\item Learned basics of Apache Kafka, Apache Hive, Hadoop, Apache Spark and other NoSQL technologies.
		\end{itemize}}
	}
	\\
	\twentyitem
	{Airflow}
	{}
	{\hspace{0.3cm}Introduction to Apache Airflow}
	{\href{https://www.udemy.com/certificate/UC-634f3164-fcb1-4bdf-b5b0-909134dd3252/}{\textbf{Certificate Link}}}
	{}
	{
		{\begin{itemize}
				\item Completed a 2.5 hours Airflow course.
                    \item Learned fundamentals of Airflow.
		\end{itemize}}
	}
	

	
\end{twenty}

% \section{References}

% \begin{twenty} % Environment for a list with descriptions
% 	\twentyitem
% 	{Reference 1}
% 	{}
% 	{\hspace{0.3cm}Onur Tüfekçioğlu}
% 	{\textbf{Senior System Engineer at Turkcell}}
% 	{}
% 	{
% 		{\begin{itemize}
% 				\item E-mail Address: tufekciogluonur@gmail.com
% 		\end{itemize}}
% 	}
% 	\\
% 	\twentyitem
% 	{Reference 2}
% 	{}
% 	{\hspace{0.3cm}Fatih Öztürk}
% 	{\textbf{Data Scientist at h2o.ai}}
% 	{}
% 	{
% 		{\begin{itemize}
% 				\item E-mail Address: fatihozturk1994@gmail.com
% 		\end{itemize}}
% 	}

	
% \end{twenty}



\end{document}