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CV_2024.tex
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% "ModernCV" CV and Cover Letter
% LaTeX Template
% Version 1.11 (19/6/14)
%
% This template has been downloaded from:
% http://www.LaTeXTemplates.com
%
% Original author:
% Xavier Danaux (xdanaux@gmail.com)
%
% License:
% CC BY-NC-SA 3.0 (http://creativecommons.org/licenses/by-nc-sa/3.0/)
%
% Important note:
% This template requires the moderncv.cls and .sty files to be in the same
% directory as this .tex file. These files provide the resume style and themes
% used for structuring the document.
%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%----------------------------------------------------------------------------------------
% PACKAGES AND OTHER DOCUMENT CONFIGURATIONS
%----------------------------------------------------------------------------------------
\documentclass[11pt,a4paper,sans]{moderncv} % Font sizes: 10, 11, or 12; paper sizes: a4paper, letterpaper, a5paper, legalpaper, executivepaper or landscape; font families: sans or roman
\moderncvstyle{classic} % CV theme - options include: 'casual' (default), 'classic', 'oldstyle' and 'banking'
\moderncvcolor{grey} % CV color - options include: 'blue' (default), 'orange', 'green', 'red', 'purple', 'grey' and 'black'
\usepackage{lipsum} % Used for inserting dummy 'Lorem ipsum' text into the template
\usepackage{fontawesome}
\usepackage[scale=.9]{geometry} % Reduce document margins
\usepackage{blindtext}
\usepackage{multicol}
\setlength{\hintscolumnwidth}{1.5cm} % Uncomment to change the width of the dates column
% \setlength{\makecvtitlenamewidth}{10cm} % For the 'classic' style, uncomment to adjust the width of the space allocated to your name
%----------------------------------------------------------------------------------------
% NAME AND CONTACT INFORMATION SECTION
%----------------------------------------------------------------------------------------
\usepackage{tikz}
\usepackage{mathptmx}
\usepackage[11pt]{moresize}
\usepackage{xcolor}
\sectionfont{\color{cyan}}
\colorlet{H2Color}{teal!50!black}
\colorlet{L1Color}{teal!50!black}
\colorlet{L2Color}{teal!50!black}
\colorlet{E2Color}{black}
\colorlet{E3Color}{darkgray!50!gray}
\renewcommand{\section}[1]{
% \textsc{\vspace*{1.0\baselineskip}}
% \smallskip
\textcolor{H2Color}{{\Large #1}} \smallskip
\textcolor{L1Color}{\hrule} \smallskip
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\newcommand{\SectionTight}[1]{
% \textsc{\vspace*{1.0\baselineskip}}
% \smallskip
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\newcommand{\mycventry}[3]{
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\newcommand{\faltcventry}[2]{
\cventry{\scriptsize #1}{\mdseries \textcolor{E2Color}{#2}}{}{}{}{} \smallskip
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\firstname{Sajjad} % Your first name
\familyname{Pakdamansavoji} % Your last name
% All information in this block is optional, comment out any lines you don't need
% \address{}{Tehran, Iran}
% \mobile{+98 - 9195919545}
% \email{sj.pakdaman.edu@gmail.com}
% \social[linkedin]{sajjad-pakdaman-savoji-9672221b6}
% \social[github]{sajjadpsavoji}
% \github{github.com/sajjadpsavoji}
%%\extrainfo{
%% \httplink{https://www.codechef.com/users/priyanka_pps}
%%\homepage{https://github.com/priyankapps/} {https://github.com/priyankapps/}}
\begin{document}
\begin{center}
\Huge
Sajjad Pakdamansavoji
\end{center}
\begin{center}
\small
\begin{tabular}{ c | c | c | c | c}
\, \href{mailto:sj.pakdaman.edu@gmail.com}{\faEnvelopeO\enspace sj.pakdaman.edu@gmail.com} \, & \, \href{https://github.com/sajjadpsavoji}{\faGithub\enspace sajjadpsavoji} \, & \, \href{https://www.linkedin.com/in/sajjad-pakdamansavoji-9672221b6/}{\faLinkedin\enspace Sajjad Pakdamansavoji} \, & \, \href{https://sajjadpsavoji.github.io}{\faLink\enspace sajjadpsavoji.github.io} \, & \, \faMobile\enspace 647-835-6679 \, \\
\end{tabular}
\end{center}
% \makecvtitle
\SectionTight{SUMMARY}
{\small \textcolor{E3Color}
An enthusiastic scientist well-versed in applied machine learning and software development, I've delved into diverse areas like computer vision, natural language processing, and sequence modeling. My latest passion? Reliable ML development at scale. \medskip
}
% \SectionTight{SUMMARY}
% {\small \textcolor{E3Color}
% An inquisitive researcher specializing in detection, segmentation, pose estimation, tracking, and re-identification. I am currently passionate about utilizing 3D multi-camera reasoning to address challenges in multi-object tracking, particularly long-term occlusion.
% }
% \vfill
\SectionTight{EXPERIENCE}
\mycventry{2024--2024\\Jan--May}{Technical Advisor, Vector Institute for AI, Toronto, Canada}
{
{\scriptsize $\bullet$} Provide technical insight on model deployment for \textbf{3 SMEs} Profound Impact Corp, LVS AI Inc, and Giant Step Inc.\\
{\scriptsize $\bullet$} Held \textbf{Data Readiness} and \textbf{Model Deployment} workshop for \textbf{40+ technical staff} coming from \textbf{20+ SMEs}.
}
\mycventry{2023--2023\\May--Dec}{Applied AI Intern, Vector Institute for AI, Toronto, Canada}
{
{\scriptsize $\bullet$} Updated \textbf{Forecasting Bootcamp} for \textbf{data refinement}, \textbf{model adjustments}, and \textbf{training optimizations}.\\
{\scriptsize $\bullet$} Held \textbf{Fastlane NLP workshop} for \textbf{20+ MLAs}, covering from \textbf{preprocessing} to \textbf{LLM prompting}.\\
{\scriptsize $\bullet$} Designed a self-assessment tool utilizing \textbf{Chain of Thought Prompting} on \textbf{Llama2} to generate customized quizzes.\\
{\scriptsize $\bullet$} Developed a novel maximized-learning platform called \textbf{"Booklet"} leveraging \textbf{CI/CD}, \textbf{Jupyter}, and \textbf{Google Cloud}.
}
\mycventry{2021--2023\\Spet--May}{ML Engineer, TransPlan, Toronto, Canada}
{
{\scriptsize $\bullet$} Contributed to a \textbf{ML integrated software} which executes \textbf{multi-target multi-source object forecasting}.\\
{\scriptsize $\bullet$} Presented \textbf{proof-of-concept} and \textbf{prototypes} supporting its applicability in \textbf{real-world setups}.\\
{\scriptsize $\bullet$} Designed a \textbf{graphical user-interface} using \textbf{OpenGL} and \textbf{PyQt5} for \textbf{human-in-the-loop} feedback.\\
{\scriptsize $\bullet$} Localized and classified objects using online \textbf{trajectory forecasting} and machine learning approaches.\\
{\scriptsize $\bullet$} Reduced overall trajectory estimation error from \textbf{20\%} to \textbf{3\%}.
}
% \mycventry{2020--2021\\Sept--July}{Research Intern, Machine Learning Lab, University of Tehran, Tehran, Iran}
% {
% {\scriptsize $\bullet$} Implemented a \textbf{novel supervised training} of \textbf{neural networks} for feature representation in \textbf{public dataset} CFAR100\\
% {\scriptsize $\bullet$} \textbf{Optimized} codes for faster evaluation and testing of feature separation in layers of \textbf{convolutional neural networks}\\
% {\scriptsize $\bullet$} Formulated proofs on how the novel approach \textbf{generalizes} to previous methods for \textbf{classification} and \textbf{regression}
% % supervisor: \href{https://ece.ut.ac.ir/en/~akalhor}{Ahmad Kalhor}, Assoc.Prof.
% }
% \mycventry{2019--2020\\Sept--Sept}{Research Intern, Computer Networks Lab, University of Tehran, Tehran, Iran}
% {
% {\scriptsize $\bullet$} Extracted, transformed, processed and analyzed \textbf{messy network data} form internet into an easy-to-use \textbf{dataset}.\\
% {\scriptsize $\bullet$} Deployed \textbf{deep learning} based packet inspection (DPI) to \textbf{classify} and filter internet traffic into \textbf{100 categories}.\\
% {\scriptsize $\bullet$} Succeeded in \textbf{forecasting} category traffic-load for a private ISP by \textbf{recurrent neural networks(LSTMs)}.
% supervisor: \href{https://ece.ut.ac.ir/en/~vmansouri}{Vahid Shahmansouri}, Asst.Prof.
% }
\mycventry{2019--2019\\July--Sept}{ML Intern, AVIR Company, Tehran, Iran}
{
{\scriptsize $\bullet$} Established a \textbf{multi-modal ML baseline} to translate Iranian \textbf{Sign Language (ISL) translation} from video to text\\
{\scriptsize $\bullet$} Extracted joint feature from hand and face key-points, trained \textbf{sequence-to-sequence} models for translation\\
{\scriptsize $\bullet$} Increased product accuracy from \textbf{82\%} to \textbf{90\%} on alphabet-level and from \textbf{60\%} to \textbf{65\%} on world-level translation
}
% \SectionTight{LEADERSHIP}
% \mycventry{2022--2023\\Jun--Jan}{Head of Logistics and Operation, Toronto Health Datathon}{
% {\scriptsize $\bullet$} Responsible for organizing the datathon sponsored by UofT, Vector, and Google\\
% {\scriptsize $\bullet$} Designing the main venue, registration platforms and communicating with the participants
% }
% \mycventry{2022--2023\\Jun--Jan}{Committee Member, CUPE Toronto District Council}{
% {\scriptsize $\bullet$} Representing CUPE local 3903 in council as an organization focused on Toronto employees\\
% {\scriptsize $\bullet$} Providing deliverables and updates in the council meetings based on local branch activities
% }
% \faltcventry{2022--2023}{VP External, Iranian Graduate Student Association at YU (IGSAYU)}
% \faltcventry{2021--2022}{Student Represantative, Vector Institute in AI}
% \mycventry{2018--2019\\Jul--Sep}{Vice Chair, IEEE University of Tehran Student Branch}{
% {\scriptsize $\bullet$} Oversaw subcommittees in the student branch, facilitating collaboration withing different sectors\\
% {\scriptsize $\bullet$} Organized, planned, and held in-person/online events and venues focused on IEEE services
% }
% \mycventry{Feb'20--Jun'20}{Teaching assistant for Pattern Recognition \textbf{(graduate-level course)}}{Held hands-on session, designed 2 homeworks and marked them, designed 3 quizzes and marked them, graded their final project, suggested questions for midterm and final exam}
% \mycventry{Feb'20--Jun'20\\\textbf{\footnotesize graduate course}}{Pattern Recognition, University of Tehran}
% {
% - held hands-on session, designed 2 homeworks and 3 quizzes
% % \emph{Instructor:} \href{https://ece.ut.ac.ir/en/~dehaqani}{\underline{Mohammadreza Abolghasemi}, Asst.Prof, University of Tehran}
% }
% \mycventry{Feb'20--Feb'21\\\textbf{\footnotesize graduate course}}{Digital Signal Processing (3 semesters), University of Tehran}
% {
% - designed 4 CAs, one analytical assignment and organized other TAs
% % \emph{Instructor:} \href{https://scholar.google.com/citations?hl=en&user=Yqzkf3UAAAAJ}{\underline{Hadi Amiri}, Asst.Prof, University of Tehran}\\
% % \emph{Instructor:} \href{https://scholar.google.com/citations?user=VspDmN8AAAAJ&hl=en}{\underline{Majid Badieirostami}, Asst.Prof, University of Tehran}\\
% % \emph{Instructor:} \href{https://scholar.google.com/citations?user=atXIykYAAAAJ&hl=en}{\underline{Mohammadali Akhaee}, Asst.Prof, University of Tehran}
% }
% \mycventry{Feb'20--Jun'20}{Teaching assistant for Digital Signal Processing}{Desinged 2 computer assignments and a homework}
% \mycventry{Sep'19--Feb'21}{TA, Communication Systems I (3 semesters), University of Tehran}
% {
% \emph{Obligation:} designed 4 homeworks all of which include implementation part and 4 CAs, assessed students
% % \emph{Instructor:} \href{https://scholar.google.com/citations?user=fCts8c0AAAAJ&hl=en}{\underline{Maryam Sabaghian}, Asst.Prof, University of Tehran}\\
% % \emph{Instructor:} \href{https://scholar.google.com/citations?hl=en&user=Yqzkf3UAAAAJ}{\underline{Hadi Amiri}, Asst.Prof, University of Tehran}
% }
% \mycventry{Feb'20--Jun'20}{Teaching assistant for Communication Systems I}{Desined a computer assignment, assesed their performance via interview sessions}
% \mycventry{Sep'19--Feb'20}{Teaching assistant for Communication Systems I}{Desined 3 computer assignments, assesed their programming skills individually}
% \mycventry{Feb'19--Feb'20}{Engineering Probability and Statistics (2 semesters), University of Tehran}
% {
% - designed homeworks and computer assignments, held Q\&A session
% % \emph{Instructor:} \href{https://ece.ut.ac.ir/en/~dehaqani}{\underline{Mohammadreza Abolghasemi}, Asst.Prof, University of Tehran}
% }
% \mycventry{Feb'19--Jun'19}{Teaching assistant for Engineering Probability and Statistics}{Designed homeworks, held Q\&A session, marked their homeworks}
% \mycventry{Feb'19--Jun'19}{TA, Electronics I}
% {
% \emph{Obligation:} marked student's homeworks, mentored them in the problem-solving procedure\\
% \emph{Instructor:} \href{https://scholar.google.com/citations?hl=en&user=T7fVw08AAAAJ}{\underline{Mohammadreza Kolahdooz}, Asst.Prof, University of Tehran}
% }
\SectionTight{PUBLICATIONS}
\cventry{\scriptsize ITSC 2024}{\mdseries \textcolor{E2Color}{3D Multi-Camera Turning Movement Counts at Intersections; Sajjad PS, Kumar VJ, Baher A, James E}}{}{}{}{}
\cventry{\scriptsize ECCV 2024}{\mdseries \textcolor{E2Color}{A Multi-Camera/LiDAR, All-Weather, Day/Night Intersection Traffic Dataset; Kartikeya B, Sajjad PS}}{}{}{}{}
\SectionTight{PROJECTS}
% \mycventry{October'19}{\href{https://github.com/SajjadPSavoji/analog_modulatio_am_dsb_ssb}{Analog Communication Simulator}}{Implemented transmitter and receiver for several analog modulations such as AM, DSB, LSSB, USSB, PM and FM}
% \mycventry{August'20}{\href{https://github.com/SajjadPSavoji/sdn_routing}{Shortest-Path Routing in Software Defined Networks}}{Implemented Dijkstra algorithm using Ryu controller and Mininet}
% \mycventry{July'20}{\href{https://github.com/SajjadPSavoji/gnutella_p2p}{Gnutella}}{From scratch implementation of a peer-to-peer network scheme inspired by Gnutella}
% \mycventry{June'20}{\href{https://github.com/SajjadPSavoji/tcp-congestion-control-in-ns2}{TCP Congestion Control}}{Illustrated congestion control mechanism using NS2}
% \mycventry{May'20}{\href{https://github.com/SajjadPSavoji/FTP_Server}{File Transfer Protocol Server}}{From scratch Object Oriented based implementation of a FTP server}
% \mycventry{Dec'21}{\href{}{Fake Face Generation Based on Celebrity Faces}}{
% {\scriptsize $\bullet$} Comparison of the performance of \textbf{Deep Generative Models} on face generation based on the public dataset CelebA\\
% {\scriptsize $\bullet$} Trained models include \textbf{GANs}\{DCGAN, ACGAN, CGAN\}, \textbf{Normalizing Flow} \{RealNVP\}, \textbf{Auto Encoders}\{VAE\}\\
% {\scriptsize $\bullet$} Ranked models based on Inception Score (top \textbf{IS$\approx$113.9}) and Frećhet Inception Distance (top \textbf{FID$\approx$8.2})
% }
% \mycventry{Sept'23}{\href{}{Forecasting Bootcamp Refinement}}{
% {\scriptsize $\bullet$} Tackled \textbf{M5-forecasting challenge} with hyper-param tunning of \textbf{Prophet}, \textbf{Neural Prophet}, and \textbf{ARIMA}.\\
% {\scriptsize $\bullet$} Experimented with \textbf{NBEATS}, \textbf{NHITS}, and \textbf{DeepAR} on hourly electricity consumption of \textbf{321 users} in 2012-2014.\\
% {\scriptsize $\bullet$} Experimented with \textbf{Autoformer} and \textbf{NHITS} on hourly road occupancy data of \textbf{862 sensors} in Bay-Area freeways.
% }
\mycventry{Jun'22}{\href{}{Multi-Camera Object Trajectory Forecasting}}{
{\scriptsize $\bullet$} Data cleaning, transformation, and camera calibration on \textbf{large private dataset} for an \textbf{industry partner}(Transplan)\\
{\scriptsize $\bullet$} Fine-tuned \textbf{deep learning} based \textbf{re-ID}, multiple \textbf{object detection}, and \textbf{tracking models} on private dataset\\
{\scriptsize $\bullet$} Implemented an \textbf{open-source} software to annotate and \textbf{visualize} resulting object trajectories on the ground plane\\
% {\scriptsize $\bullet$} Estimated camera extrinsic in intrinsic to reproject bbox centers on the intersection ground plane\\
% {\scriptsize $\bullet$} Optimized a novel dynamic programming 2D curve matching algorithm to estimate trajectory similarity\\
{\scriptsize $\bullet$} Efficient \textbf{distributed training and inference} of deep learning object-trackers on \textbf{multiple GPUs} on the server\\
{\scriptsize $\bullet$} Improved \textbf{MOT CLEAR metric} by \textbf{2\%} and enhanced trajectory classification accuracy from \textbf{80\%} to \textbf{97\%}
}
\mycventry{May'23}{\href{}{Sentence Generation with Transformers(BERT)}}{
{\scriptsize $\bullet$} Parsing, removing stop-words, \textbf{preprocessing} of sentences on large public \textbf{dataset of 196,640 books} in plain text\\
{\scriptsize $\bullet$} Studied effect of network \textbf{hyper parameters} including embedding, hidden layer size, num layers, and learning rate\\
{\scriptsize $\bullet$} Efficient implementation of masking to support \textbf{variable sentence length} during \textbf{training and evaluation on GPUs}\\
{\scriptsize $\bullet$} The top model had the lowest \textbf{perplexity(PP)=3.4} while its rivals perplexity ranged form \textbf{5} to \textbf{10}
}
\mycventry{Nov'22}{\href{}{Sentiment Analysis of tweets using Transformers(XLNet)}}{
{\scriptsize $\bullet$} Tokenization, stemming, lemmatisation and preprocessing on public \textbf{Sentiment140} containing \textbf{1.6 million tweets}\\
{\scriptsize $\bullet$} Fine tuned \textbf{large language models} from \textbf{Hugging Face} such as \textbf{BERT} and \textbf{XLnet} to extract word embeddings\\
{\scriptsize $\bullet$} Achieved \textbf{95\%} recognition recall with BERT and \textbf{88\%} recall with XLNet
}
% \mycventry{Feb'22}{\href{}{CitiBike(NYC Bike Share) Data Analytics}}{
% {\scriptsize $\bullet$} Explored, analyzed, and processed over \textbf{10 years of trip data(>100GB)} to suggest expansion strategy\\
% {\scriptsize $\bullet$} Modeled Data into dense graphs to provide innovative solutions to \textbf{reduce maintenance cost by 5\%}\\
% {\scriptsize $\bullet$} Converted raw data into processed and formatted features to be used for machine learning algorithms
% }
% \mycventry{Nov'20}{\href{}{Natural Scene Synthesis with Deep Generative Models}}{
% {\scriptsize $\bullet$} Succeeded in building high performance generative models(GANs) to synthesis CIFAR10 dataset\\
% {\scriptsize $\bullet$} Compared DC-GAN, CGAN, AC-GAN, real-NVP on generated results and real data\\
% {\scriptsize $\bullet$} Compared the effect of different cost-functions and optimizers on synthesis quality
% }\smallskip
% \mycventry{July'21}{\href{}{Machine Translation Using Transformers}}{
% - fine tuned transformer-based models(BERT) for English to Persion translation
% -
% }
% \mycventry{Jul'18--Jul'19}{Vice chair, IEEE UT Student Branch}{- Organized the student branch's different sections and managed the exec team}
% \mycventry{Jul'18--Aug'18}{IoT Academy $4^{th}$ Summer School, University of Tehran Science \& Technology Park}{With subject of "Internet of Things Rapid Prototyping from A to Z"}
%----------------------------------------------------------------------------------------
% EDUCATION SECTION
%----------------------------------------------------------------------------------------
% \cventry{\scriptsize 2018--2020}{\mdseries \textcolor{E2Color}{Certificate in Computer Engineering, University of Tehran}}{ \scriptsize \textcolor{E3Color}{GPA: 18.2/20.00}}{}{}{}\smallskip
%
% \cventry{2021--2023}{MSc in Computer Science, York University \qquad GPA: 8.66/9}{}
% \cventry{2016--2021}{BSc in Electrical Engineering, University of Tehran \qquad GPA: 3.77/4}{}
% \cventry{2018--2020}{Minor Degree in Computer Engineering, University of Tehran \qquad GPA: 18.2/20}{}
% \mycventry{2012--2016}{Diploma in Mathematics and Physics, NODET Allameh Helli 8 Branch}{National Organization for Development of Exceptional Talents \\ GPA: 19.73/20}
\begin{multicols}{2}
\SectionTight{EDUCATION}
\cventry{\scriptsize 2021--2023}{\mdseries \textcolor{E2Color}{MSc in Computer Science, York University}}{}{}{}{}
\cventry{\scriptsize 2016--2021}{\mdseries \textcolor{E2Color}{BSc in Electrical Eng, University of Tehran}}{}{}{}{}
\SectionTight{TECHNICAL SKILLS}
{\small
\cvitem{Languages}{Python{\tiny(advance)}, C++{\tiny(advance)}, C, MATLAB, Bash Script}
\cvitem{Tools}{Pytorch, Tensorflow, Sklearn, NLTK, HuggingFace}
% \cvitem{Tools}{Pytorch, Tensorflow, Sklearn, Numpy, NLTK, OpenCV}
% \cvitem{Tools}{Pandas, HuggingFaces}
% \cvitem{Softwares}{MATLAB, \LaTeX, Office programs, Quartus, NI Multisim, Codevision, Proteus}
% \cvitem{Digital Devices}{AVR ATmeg series, Raspberry Pi3, Arduino}
% \cvitem{OS.s}{Linux, Windows, macOS}
}
% \cventry{\scriptsize 2018--2020}{\mdseries \textcolor{E2Color}{Minor in Computer Eng, University of Tehran}}{}{}{}{}
\SectionTight{AWARDS}
\faltcventry{2021}{Vector Scholarship in AI, Vector Institute}
\faltcventry{2022}{VISTA Graduate Scholarship, CVR}
\faltcventry{2021}{Lassonde Entrance Scholarship, York University}
\faltcventry{2018}{Founders Scholarship, University of Tehran}
% \faltcventry{2018}{Founders Scholarship, University of Tehran}
% \renewcommand{\listitemsymbol}{-~}
\end{multicols}
%----------------------------------------------------------------------------------------
% AWARDS SECTION
%------------ ----------------------------------------------------------------------------
% \cvitem{May 2021}{VISTA Graduate Scholarship, Vision: Science to Application}
% \cvitem{Oct 2017}{Ranked $93^{th}$ worldwide in IEEEXtreme 11.0 amongst 2121 teams}
% \cvitem{Nov 2017}{Silver medal in basketball competitions, $16^{th}$ student sport festival, University of Tehran}
% \cvitem{Nov 2016}{Gold medal in basketball competitions, $15^{th}$ student sport festival, University of Tehran}
% \cvitem{Jul 2016}{Ranked 600th in Iranian University Entrance Exam among 162879 participants(top 0.36\%)}
% \cvitem{Nov 2011}{Gold medal in basketball competitions, city of Tehran's inter-secondary school sport festival}
% \mycventry{Nov 2017}{Silver medal in basketball competitions, $16^{th}$ student sport festival, University of Tehran}{}
% \mycventry{Nov 2016}{Gold medal in basketball competitions, $15^{th}$ student sport festival, University of Tehran}{}
% \mycventry{Jul 2016}{Placed among top $0.36 \%$ high school students in Iran National University Entrance Exam}{}
% \mycventry{Nov 2011}{Gold medal in basketball competitions, city of Tehran's inter-secondary school sport festival}{}
% \SectionTight{INTERESTS}
% {\small
% Artificial Intelligence, Deep Learning, Machine Learning, Computer Vision, Natural Language Processing, Generative Models
% }
%----------------------------------------------------------------------------------------
% Experience
%----------------------------------------------------------------------------------------
%----------------------------------------------------------------------------------------
% Skills SECTION
%----------------------------------------------------------------------------------------
%----------------------------------------------------------------------------------------
% Masters SECTION
%----------------------------------------------------------------------------------------
%\section{Masters Thesis}
%\cvitem{Title}{\emph{Technologies and characterization of ferroelectric polymers for biomedical sensors}}
%\cvitem{Supervisors}{Professor Antonino Fiorillo}
%\cvitem{Description}{This thesis is based on the implementation of a temperature sensor.}
%----------------------------------------------------------------------------------------
% WORK EXPERIENCE SECTION
%----------------------------------------------------------------------------------------
% \mycventry{April'21}{\href{}{Sentiment Analysis with BERT and XLNet}}{Used transformer-based embedding to detect hate speech}
% \mycventry{Murch'21}{\href{}{Sentence Classification with Ngrams}}{Used perplexity of an interpolated unigram-bigram language model for classification}
% \mycventry{June'20}{\href{https://github.com/SajjadPSavoji/Twitter-Sentiment-Analysis-HMM}{Twitter Sentiment Analysis}}{Used Hidden Markov Model to formulate a classifier on twits}
% \mycventry{September'20}{\href{https://github.com/SajjadPSavoji/Auxiliary-Classifier-GAN}{Auxiliary Classifier Generative Adversarial Network (ACGAN)}}{Implemented an ACGAN using Keras on CIFAR10 dataset}
% \mycventry{August'20}{\href{https://github.com/SajjadPSavoji/Conditional-GAN}{Conditional Generative Adversarial Network (CGAN)}}{Implemented a CGAN using Keras on CIFAR10 dataset}
% \mycventry{December'19}{\href{https://github.com/SajjadPSavoji/nlp_naive_bayes}{Poem Classification}}{Used NLP methods such as bag-of-words to develop a bayes classifier for poetry}
% \mycventry{July'20}{\href{https://github.com/SajjadPSavoji/Deep-Convolutional-GAN}{Deep Convolutional Generative Adversarial Network (DCGAN)}}{Implemented a DCGAN using Keras on CIFAR10 dataset}
% \mycventry{June'20}{\href{https://github.com/SajjadPSavoji/Variational-Auto-Encoder}{Variational Auto Encoder (VAE)}}{Used Kullback-Leibler Divergance cost to tarin a VAE on MNIST dataset}
% \mycventry{June'20}{\href{https://github.com/SajjadPSavoji/Digital_Communication_Lab}{Digital Communication Simulator}}{Implemented transmitter and receiver for several digital modulations such as pam, psk, fsk, etc all of which support differentiation coding and pulse-shape selection}
% \mycventry{May'20}{\href{https://github.com/SajjadPSavoji/Pollution-Predicttion}{Pollution Prediction}}{Implemented several recurrent networks using different cells such as LSTM and GRU}
% \mycventry{May'20}{\href{https://github.com/SajjadPSavoji/German-Traffic-Sign-Recognition-Benchmark}{German Traffic Sign Recognition Benchmark}}{Used deep convolutional NNs to classify traffic signs used in germany}
% \mycventry{July'20}{\href{https://github.com/SajjadPSavoji/DBSCAN-vs-Kmeans}{DBSCAN vs Kmeans}}{A rough comparison between two clustering algorithms and the advantages DBSCAN provides}
% \mycventry{July'20}{\href{https://github.com/SajjadPSavoji/bbox-clustering}{Boundary Box clustering}}{Performed Kmeans clustering on PASCAL VOC dataset with IOU distance}
% \mycventry{July'20}{\href{https://github.com/SajjadPSavoji/Image-Compression-Kmeans}{Image Compression}}{Used Kmeans clustering to substitute centroids with corresponding pixels}
% \mycventry{April'20}{\href{https://github.com/SajjadPSavoji/Mechanism-Based-Neural-Nerworks}{Mechanism Based Neural Networks}}{Implemented some basic mechanism based NNs like SOM, MaxNet, MexicanHat and Hamming Net}
% \mycventry{April'20}{\href{https://github.com/SajjadPSavoji/Memory-Associative-Networks}{Memory Associative Neural Networks}}{From scratch implementation of Auto-associative, Iterative Auto-associative and Hetro-associative nets}
% \mycventry{Mar'20}{\href{https://github.com/SajjadPSavoji/SeperationIndex_for_CNN}{Separation Index trends in Fully Convolutional Networks}}{Computed published separation metrics to examine feature flow through layers of CNNs}
% \mycventry{March'20}{\href{https://github.com/SajjadPSavoji/Madeline_MLP}{Many Adaptive Linear Neuron (MADALINE)}}{From scratch implementation of ADALINE and MADALINE}
% \mycventry{February'20}{\href{https://github.com/SajjadPSavoji/Character_Classifer_MLP}{Multi Layer Perceptron (MLP)}}{From scratch implementation of MLP to classify written characters}
% \mycventry{September'19}{\href{https://github.com/SajjadPSavoji/American_Sign_Language}{American Sign Language Translation}}{Combined CNNs and RNNs alongside to develop an alphabet-level language translator}
% \mycventry{August'19}{\href{https://github.com/SajjadPSavoji/Object_Localization}{Localize Fish Instances on the Boat}}{implemented YOLO2 network to localize fishes while specifying their breeds}
% \mycventry{July'19}{\href{https://github.com/SajjadPSavoji/HumpbackWhale_Identification}{Humpback Whale Identification}}{Used CNNs to develope an identification system based-on whales' tails}
% \mycventry{June'19}{\href{https://github.com/SajjadPSavoji/speech_identification}{Speech Identification in MEL Spectrum}}{studied the effect of MEL transformation on speech identification with NNs}
% \mycventry{June'19}{\href{https://github.com/SajjadPSavoji/FaceRecognition}{Face Recognition}}{Used the siamese network alongside with triple-loss cost function on AT\&T dataset}
% \mycventry{October'19}{\href{https://github.com/SajjadPSavoji/SVM}{Retail Classification}}{A kernelized support vector machine was used to address the problem}
% \mycventry{October'19}{\href{https://github.com/SajjadPSavoji/PCA_LDA}{Principal component analysis (PCA)}}{From scratch implementation of PCA scheme for dimension reduction}
% \mycventry{October'19}{\href{https://github.com/SajjadPSavoji/PCA_LDA}{Linear discriminant analysis (LDA)}}{From scratch implementation of LDA scheme for dimension reduction}
% \mycventry{November'19}{\href{https://github.com/SajjadPSavoji/parzen_window}{Parzen window}}{One of the major non-parametric pdf estimation methods used in a bayes optimal classifier}
% \mycventry{November'19}{\href{https://github.com/SajjadPSavoji/random_forest}{Random Forest}}{Used boosting and bagging to develope Random Forest model from predefined Decision Tree classifier }
% \mycventry{December'19}{\href{https://github.com/SajjadPSavoji/minimax}{MiniMax}}{Implemented the minimax adversarial approach for a sample zero-mean game}
% \mycventry{December'19}{\href{https://github.com/SajjadPSavoji/pacman}{Pacman}}{Used heuristic based agents as the back logic for Pacman game}
% \mycventry{September'18}{\href{https://github.com/SajjadPSavoji/AP_Drive}{AP Drive}}{A File Hosting Service inspired by Drop Box using C++ with a web based GUI}
% \mycventry{October'18}{\href{https://github.com/SajjadPSavoji/Mafia}{Mafia Game}}{A CLI based game designed according to OO paradigm using C++}
% \mycventry{November'18}{\href{https://github.com/SajjadPSavoji/OnlineStore}{Online Store}}{Object Oriented modeling a virtual store to manage trades and transactions of goods using C++}
% \mycventry{December'18}{\href{https://github.com/SajjadPSavoji/kingdomrush}{Kingdom Rush}}{A tower-defense game implemented by Simple DirectMedia Layer(SDL) graphical library using C++}
% \mycventry{September'19}{\href{https://github.com/SajjadPSavoji/synchronization_using_mutex_locks}{Synchronization by Mutex Lock}}{An object oriented implementation to synchronize multiple processes}
% \mycventry{October'19}{\href{https://github.com/SajjadPSavoji/multiprocess_ensemble_learning}{Multiprocess ensemble learning}}{Used multiprocessing to implement ensemble linear classifiers}
% \mycventry{November'19}{\href{https://github.com/SajjadPSavoji/xv6}{XV6}}{Added several features to the original XV6 operating system designed in MIT, such as paging, reentrance locks, new system-calls and new scheduling schemes}
% \mycventry{December'19}{\href{https://github.com/SajjadPSavoji/client-server_and_P2P_communication-}{Hybrid File Sharing}}{Implemented a file sharing application that supports both client-server and peer-2-peer methods}
%----------------------------------------------------------------------------------------
% Teaching Experience section
%----------------------------------------------------------------------------------------
% \section{TEACHING ASSISTANT EXPERIENCES}
% \mycventry{Sep'22--Dec'22}{Design and Analysis of algorithms, York University}
% {
% - held in-person tutorials and graded assignments
% % \emph{Instructor:} \href{https://scholar.google.com/citations?user=hQXlVLsAAAAJ}{\underline{Shahin Kamali}, Assist.Prof, York University}
% }
% \mycventry{Sep'20--Dec'22\\\textbf{\footnotesize graduate course}}{Neural Networks and Deep Learning (4 semesters), University of Tehran}
% {
% - designed the final project regarding Generative Adversarial Networks
% % \emph{Instructor:} \href{https://scholar.google.com/citations?hl=en&user=m7xdmMgAAAAJ}{\underline{Ahmad Kalhor}, Assoc.Prof, University of Tehran}
% }
% \mycventry{Jan'22--Apr'22\\\textbf{\footnotesize graduate course}}{Data Mining, York University}
% {
% - graded projects, assignment, and exams
% % \emph{Instructor:} \href{https://www.researchgate.net/profile/Habib-Ur-Rehman-14}{\underline{Habib-ur Rehman}, Adjunct Prof, McMaster University}
% }
% \mycventry{Sep'21--Nov'21}{Software Tools, York University}
% {
% - held hands-on sessions and grading projects
% % \emph{Instructor:} \href{https://ca.linkedin.com/in/huiwang0123}{\underline{Hui Wang}, Reasearch Assoc, York University}
% }
% \mycventry{Sep'20--Feb'21\\\textbf{\footnotesize graduate course}}{Machine Learning (2 semesters), University of Tehran}
% {
% - held hands-on session, designed assignments
% % \emph{Instructor:} \href{https://scholar.google.com/citations?hl=en&user=FTcata0AAAAJ}{\underline{Babak Nadjar Araabi}, Prof, University of Tehran}
% }
% \mycventry{Feb'20--Jun'20}{Teaching assistant for Pattern Recognition \textbf{(graduate-level course)}}{Held hands-on session, designed 2 homeworks and marked them, designed 3 quizzes and marked them, graded their final project, suggested questions for midterm and final exam}
% \mycventry{Feb'20--Jun'20\\\textbf{\footnotesize graduate course}}{Pattern Recognition, University of Tehran}
% {
% - held hands-on session, designed 2 homeworks and 3 quizzes
% % \emph{Instructor:} \href{https://ece.ut.ac.ir/en/~dehaqani}{\underline{Mohammadreza Abolghasemi}, Asst.Prof, University of Tehran}
% }
% \mycventry{Sep'20--Feb'21}{Intelligent systems, University of Tehran}
% {
% - designed 6 final projects and marked them, individual assessment
% % \emph{Instructor:} \href{https://scholar.google.com/citations?user=zqa4EY0AAAAJ&hl=en}{\underline{Reshad Hoseini}, Asst.Prof, University of Tehran}
% }
% \mycventry{Feb'20--Feb'21\\\textbf{\footnotesize graduate course}}{Digital Signal Processing (3 semesters), University of Tehran}
% {
% - designed 4 CAs, one analytical assignment and organized other TAs
% % \emph{Instructor:} \href{https://scholar.google.com/citations?hl=en&user=Yqzkf3UAAAAJ}{\underline{Hadi Amiri}, Asst.Prof, University of Tehran}\\
% % \emph{Instructor:} \href{https://scholar.google.com/citations?user=VspDmN8AAAAJ&hl=en}{\underline{Majid Badieirostami}, Asst.Prof, University of Tehran}\\
% % \emph{Instructor:} \href{https://scholar.google.com/citations?user=atXIykYAAAAJ&hl=en}{\underline{Mohammadali Akhaee}, Asst.Prof, University of Tehran}
% }
% \mycventry{Feb'20--Jun'20}{Teaching assistant for Digital Signal Processing}{Desinged 2 computer assignments and a homework}
% \mycventry{Sep'19--Feb'21}{TA, Communication Systems I (3 semesters), University of Tehran}
% {
% \emph{Obligation:} designed 4 homeworks all of which include implementation part and 4 CAs, assessed students
% % \emph{Instructor:} \href{https://scholar.google.com/citations?user=fCts8c0AAAAJ&hl=en}{\underline{Maryam Sabaghian}, Asst.Prof, University of Tehran}\\
% % \emph{Instructor:} \href{https://scholar.google.com/citations?hl=en&user=Yqzkf3UAAAAJ}{\underline{Hadi Amiri}, Asst.Prof, University of Tehran}
% }
% \mycventry{Feb'20--Jun'20}{Teaching assistant for Communication Systems I}{Desined a computer assignment, assesed their performance via interview sessions}
% \mycventry{Sep'19--Feb'20}{Teaching assistant for Communication Systems I}{Desined 3 computer assignments, assesed their programming skills individually}
% \mycventry{Feb'19--Feb'20}{Engineering Probability and Statistics (2 semesters), University of Tehran}
% {
% - designed homeworks and computer assignments, held Q\&A session
% % \emph{Instructor:} \href{https://ece.ut.ac.ir/en/~dehaqani}{\underline{Mohammadreza Abolghasemi}, Asst.Prof, University of Tehran}
% }
% \mycventry{Feb'19--Jun'19}{Teaching assistant for Engineering Probability and Statistics}{Designed homeworks, held Q\&A session, marked their homeworks}
% \mycventry{Feb'19--Jun'19}{TA, Electronics I}
% {
% \emph{Obligation:} marked student's homeworks, mentored them in the problem-solving procedure\\
% \emph{Instructor:} \href{https://scholar.google.com/citations?hl=en&user=T7fVw08AAAAJ}{\underline{Mohammadreza Kolahdooz}, Asst.Prof, University of Tehran}
% }
%------------------------------------------------
%----------------------------------------------------------------------------------------
% certification and workshops
%----------------------------------------------------------------------------------------
% \section{CERTIFICATES}
% {\small
% \renewcommand{\listitemsymbol}{-~} % Changes the symbol used for lists
% \cvitem{January 2022}{\href{https://www.coursera.org/account/accomplishments/certificate/XC3RQE34YAXS}{Build Better Generative Adversarial Networks (GANs), Coursera Credential: XC3RQE34YAXS}}
% \cvitem{January 2022}{\href{https://www.coursera.org/account/accomplishments/certificate/J4YEGV3VWSQ3}{Sample-based Learning Methods, Coursera Credential: J4YEGV3VWSQ3}}
% \cvitem{Novermber 2021}{\href{https://www.coursera.org/account/accomplishments/certificate/B9M4EX5HRXG3}{Build Basic Generative Adversarial Networks (GANs), Coursera Credential: B9M4EX5HRXG3}}
% \cvitem{October 2021}{\href{https://www.coursera.org/account/accomplishments/certificate/DMPL7YR2KURX}{Fundamentals of Reinforcement Learning, Coursera Credential: DMPL7YR2KURX}}
% \cvitem{Oct 18 - Oct 20}{Ambassador for IEEEXtreme 12.0, 13.0, and 14.0 Programming Competition}
% \cvitem{January 2020}{Contributed as a Statistical Inference Instructor in IEEEUTSB Data Science Winter School}
% \cvitem{February 2019}{Participated in the international workshop on "signal proccessing" held in Sharif University of Technology}
% \cvitem{April 2019}{Ambassador for IEEEmadC Competition}
% \cvitem{October 2019}{Contibuted as an Ambassador in IEEEXtreme 13.0 Programming Competition}
% \cvitem{August 2018}{Attended IoT Academy $4^{th}$ Summer School}
% \cvitem{October 2018}{Contibuted as an Ambassador in IEEEXtreme 12.0 Programming Competition}
% \cvitem{September 2017}{Attended MATLAB programming course, held by IEEEUTSB}
% \cvitem{May 2017}{Attended AVR Microcontroller course, held by IEEEUTSB}
% \par}
% \section{Volunteering}
% {\small
% \renewcommand{\listitemsymbol}{-~} % Changes the symbol used for lists
% \cvitem{Dec 21 - Dec 22}{Student representative, Vector Institute for Artificial Intelligence}
% \cvitem{Apr 19 - Apr 20}{Ambassador for IEEEmadC Competition}
% \cvitem{Oct 18 - Oct 20}{Ambassador for IEEEXtreme Programming Competition (12.0, 13.0, and 14.0)}
% \par}
%\section{Major Courses Undertaken}
%\renewcommand{\listitemsymbol}{-~} % Changes the symbol used for lists
%{\small
%\cvitem{Computer Science}{ Computer Graphics and Multimedia, Artificial Intelligence, Design and Analysis of Algorithms, Theory of Computation, Operating Systems, Programming Languages, Database Management System, Computer Architecture, Discrete Mathematics, Data Structures.
%}
%\cvitem{Mathematics}{ Statistical Methods, Probability, Differential Calculus, Linear Algebra, Matrix Theory, Complex Analysis, Vector Calculus.
%}
%\par}
%----------------------------------------------------------------------------------------
% Coursework SECTION
%----------------------------------------------------------------------------------------
%----------------------------------------------------------------------------------------
% COMMUNICATION SKILLS SECTION
%----------------------------------------------------------------------------------------
%\section{Communication Skills}
%\cvitem{2010}{Oral Presentation at the California Business Conference}
%\cvitem{2009}{Poster at the Annual Business Conference in Oregon}
%----------------------------------------------------------------------------------------
% LANGUAGES SECTION
%----------------------------------------------------------------------------------------
% \section{LANGUAGES}
% \cvitemwithcomment{English}{Professional Profiency {\footnotesize{(IELTS 8.0)}}}{}
% \cvitemwithcomment{Persian/Farsi}{Native}{}
%----------------------------------------------------------------------------------------
% INTERESTS SECTION
%----------------------------------------------------------------------------------------
% \section{REFERENCES}
% \begin{minipage}[t]{0.33 \textwidth}
% \footnotesize
% \href{https://ece.ut.ac.ir/en/~akalhor}{\textbf{Ahmad Kalhor}
% }\\
% Assoc. Professor\\
% University of Tehran\\
% Deep Learning\\
% \href{mailto:akalhor@ut.ac.ir}{{\tiny \faEnvelopeO} akalhor@ut.ac.ir}
% \end{minipage}
% \begin{minipage}[t]{0.33 \textwidth}
% \footnotesize
% \href{https://ece.ut.ac.ir/en/~reshad.hosseini}{\textbf{reshad hosseini}
% }\\
% Asst. Professor\\
% University of Tehran\\
% Machine Intelligence and Robotics\\
% \href{mailto:reshad.hosseini@ut.ac.ir}{{\tiny \faEnvelopeO} reshad.hosseini@ut.ac.ir}
% \end{minipage}
% \begin{minipage}[t]{0.33 \textwidth}
% \footnotesize
% \href{https://ece.ut.ac.ir/en/~dehaqani}{\textbf{Mohammadreza Abolghasemi}
% }\\
% Asst. Professor\\
% University of Tehran\\
% Machine Intelligence and Robotics\\
% \href{mailto:dehaqani@ut.ac.ir}{{\tiny \faEnvelopeO} dehaqani@ut.ac.ir}
% \end{minipage}
% \section{Interests}
% \renewcommand{\listitemsymbol}{-~} % Changes the symbol used for lists
% \cvlistdoubleitem{Piano}{}
% \cvlistitem{Baseball}
%----------------------------------------------------------------------------------------
% COVER LETTER
%----------------------------------------------------------------------------------------
% To remove the cover letter, comment out this entire block
%\clearpage
%\recipient{HR Department}{Corporation\\123 Pleasant Lane\\12345 City, State} % Letter recipient
%\date{\today} % Letter date
%\opening{Dear Sir or Madam,} % Opening greeting
%\closing{Sincerely yours,} % Closing phrase
%\enclosure[Attached]{curriculum vit\ae{}} % List of enclosed documents
%\makelettertitle % Print letter title
%\lipsum[1-3] % Dummy text
%\makeletterclosing % Print letter signature
%----------------------------------------------------------------------------------------
\end{document}