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CV_2024_11.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)
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% License:
% CC BY-NC-SA 3.0 (http://creativecommons.org/licenses/by-nc-sa/3.0/)
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% \setlength{\makecvtitlenamewidth}{10cm} % For the 'classic' style, uncomment to adjust the width of the space allocated to your name
%----------------------------------------------------------------------------------------
% NAME AND CONTACT INFORMATION SECTION
%----------------------------------------------------------------------------------------
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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 +1-647-835-6679 \, \\
\end{tabular}
\end{center}
% \makecvtitle
\SectionTight{SUMMARY}
{\small \textcolor{E3Color}
Passionate researcher/engineer with 4+ years of experience in designing and implementing AI solutions for software products. Technical advisor to 4 ML-driven SMEs and startups. Dedicated to delivering bug-free, scalable and well-documented programs. \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}
\cventry{\scriptsize 2024--Now}{\mdseries \textcolor{E2Color}{Senior Computer Vision Researcher, Huawei, Toronto, ON, Canada}}{}{}{}{\footnotesize \textcolor{E3Color}{
{\scriptsize $\bullet$} Led the perception team to develop solutions for \textbf{6D pose estimation}, \textbf{3D reconstruction}, \textbf{scene graphs}, and \textbf{SLAM}.\\
{\scriptsize $\bullet$} Designed and integrated algorithms for robot perception, planning, and natural language understanding.}}
\cventry{\scriptsize 2023--2024\\May--May}{\mdseries \textcolor{E2Color}{Technical Advisor \& Applied AI Intern, Vector Institute for AI, Toronto, ON, Canada}}{}{}{}{\footnotesize \textcolor{E3Color}{
{\scriptsize $\bullet$} Led weekly consultation sessions with 4 SMEs on \textbf{cloud AI} integration, \textbf{model selection}, and strategic \textbf{product design}.\\
{\scriptsize $\bullet$} Delivered an NLP-focused training workshop on \textbf{model development} and \textbf{deployment} for over 20 startup teams.\\
{\scriptsize $\bullet$} Developed an assessment tool leveraging \textbf{RAG} and open-source \textbf{LLM prompting} to automatically generate QAs.\\
{\scriptsize $\bullet$} Boosted end-to-end accuracy by \textbf{10\%} through human evaluation and improved RAG's mean reciprocal rank (MRR) by \textbf{15\%}.\\
{\scriptsize $\bullet$} Built a \textbf{CI/CD pipeline} on GitHub to seamlessly integrate code and documentation into a fully operational website.}}
\mycventry{2021--2023\\Spet--May}{ML Engineer, Trans-Plan, Toronto, ON, Canada}
{
{\scriptsize $\bullet$} Engineered and deployed an \textbf{ML software stack} for multi-target, multi-source object detection, tracking, and segmentation.\\
{\scriptsize $\bullet$} Elevated object trajectory classification accuracy to \textbf{86\%} in single-camera setups and \textbf{92\%} in multi-camera configurations.\\
{\scriptsize $\bullet$} Designed an \textbf{interactive GUI} with PyQt5 and OpenGL, facilitating visualization, annotation, and human-in-the-loop feedback.\\
{\scriptsize $\bullet$} Actively participated in \textbf{code reviews}, \textbf{documentation}, \textbf{code refactoring}, and \textbf{version control} to enhance code quality.
}
% \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 Engineer Intern, AVIR Company, Tehran, Iran}
{
{\scriptsize $\bullet$} Developed and deployed a \textbf{multi-modal ML software} to translate Iranian Sign Language (ISL) translation from \textbf{video to text}.\\
{\scriptsize $\bullet$} Extracted features from body and face key-points, trained \textbf{seq-2-seq} models for \textbf{translation} and \textbf{classification}.\\
{\scriptsize $\bullet$} Elevated classification accuracy from \textbf{82\%} to \textbf{90\%} at the alphabet level and from \textbf{60\%} to \textbf{65\%} at the word level in 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}
{\small
\cventry{\scalebox{.98}{\tiny IEEE ITSC 2024}}{\mdseries \textcolor{E2Color}{{\footnotesize Ground Plane Projection for Improved Traffic Analytics at Intersections; S. Pakdamansavoji, J. Elder, et al.}}}{}{}{}{}
\cventry{\scalebox{.98}{\tiny IEEE WACV 2024}}{\mdseries \textcolor{E2Color}{{ \footnotesize A Multi-Camera/LiDAR, All-Weather, Day/Night Intersection Traffic Dataset; K. Bhargava, S. Pakdamansavoji, et al. {\tiny(submitted)}}}}{}{}{}{}
}
\smallskip
\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{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{2023-2024\\May-May}{\href{}{Structured QA with Retrieval-Augmented Generation | Vector Institute in AI}}{
{\scriptsize $\bullet$} Created an automated QA system utilizing \textbf{GPT-4} and \textbf{LaMMA2} to streamline the processing of technical SOW documents.\\
{\scriptsize $\bullet$} Designed and developed a robust \textbf{RAG pipeline} and integrated LLMs for \textbf{structured generation} of QAs in JSON format.\\
{\scriptsize $\bullet$} Implemented advanced \textbf{hierarchical summarization} techniques, enhancing context accuracy and relevance for LLM inputs.\\
{\scriptsize $\bullet$} Collaborated on \textbf{system integration and testing}, achieving a \textbf{10\%} increase in content precision with human evaluation.
}
\mycventry{2021-2023\\Sept-May}{\href{}{3D Multi-Camera Multi-Object Turning Movement Counts | Trans-Plan}}{
{\scriptsize $\bullet$} Executed data cleaning, transformation, feature engineering, and camera calibration on a \textbf{large proprietary dataset}.\\
{\scriptsize $\bullet$} Architected an open-sourced \textbf{ML software stack} for object detection, tracking, segmentation, pose estimation and classification.\\
{\scriptsize $\bullet$} Effectively executed \textbf{distributed multi-GPU fine-tuning and inference} on a vision foundation model (InternImage).\\
% {\scriptsize $\bullet$} Fine-tuned \textbf{deep learning} based \textbf{re-ID}, multiple \textbf{object detection}, and \textbf{tracking models} on private dataset\\
{\scriptsize $\bullet$} Improved tracking MOTA metric by \textbf{28\%} and enhanced trajectory classification accuracy from \textbf{80\%} to \textbf{92\%}.
}
\mycventry{2021-2022\\Dec-May}{\href{}{Synthetic Face Generation Based on Celebrity Faces | AVIR Company}}{
{\scriptsize $\bullet$} Conducted a performance comparison of \textbf{generative models} on face generation tasks using the \textbf{CelebA public dataset}.\\
{\scriptsize $\bullet$} Trained a range of models, including \textbf{GANs}, \textbf{Normalizing Flow} (RealNVP), \textbf{Autoencoders} (VAE), and \textbf{diffusion} models.\\
{\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{May'23}{\href{}{Sentence Generation with 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 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'21}{\href{}{Sentiment Analysis of tweets using Transformers}}{
% {\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{HuggingFace} such as \textbf{BERT} and \textbf{XLnet} to extract word embeddings.\\
% {\scriptsize $\bullet$} Achieved \textbf{95\%} recognition recall with \textbf{BERT} and \textbf{88\%} recall with \textbf{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 2022}{\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}
\SectionSmall{EDUCATION}
{ \footnotesize
\cventry{\scriptsize 2021--2024}{\mdseries \textcolor{E2Color}{\scalebox{.85}{MSc in Computer Science, York University, Canada. GPA 8.6/9}}}{}{}{}{}
\cventry{\scriptsize 2016--2021}{\mdseries \textcolor{E2Color}{\scalebox{.85}{BSc in Electrical \& Computer Eng, University of Tehran, Iran}}}{}{}{}{}
}
\SectionSmall{AWARDS}
{
\footnotesize
\faltcventry{2022-2023}{VISTA Scholarship, Center of Vision Research {\tiny(20K CAD)}}
\faltcventry{2021-2022}{Vector Scholarship in AI, Vector Institute {\tiny(17.5K CAD)}}
\faltcventry{2021-2022}{Lassonde Entrance Scholarship, York University {\tiny(6K CAD)}}
\faltcventry{2017-2018}{Founders Scholarship, University of Tehran}
}
% \faltcventry{2021}{Lassonde Entrance Scholarship, York University}
% \faltcventry{2018}{Founders Scholarship, University of Tehran}
\SectionSmall{SKILLS}
{\footnotesize
\cvitem{\scalebox{.88}{\textbf{Programming}}}{Python{\tiny(advance)}, C++{\tiny(advance)}, C, Java, MATLAB, Bash}
\cvitem{\scalebox{.88}{\textbf{Frameworks}}}{Pytorch, Tensorflow, Keras, JAX, GCP, OpenAI}
\cvitem{\scalebox{.88}{\textbf{Libraries}}}{OpenCV, OpenMMLab, TensorRT, ONNX, Pillow}
\cvitem{}{Scikit-learn, NLTK, HuggingFace, spaCy, Matplotlib}
\cvitem{}{Numpy, Pandas, Seaborn, Docker, Git, Jupyter}
\cvitem{\scalebox{.88}{\textbf{Soft Skills}}}{Communication, Creativity, Teamwork, Management}
\cvitem{}{Continuous Learning, Analytical Thinking, Empathy}
\cvitem{\scalebox{.88}{\textbf{Languages}}}{English {\tiny(fluent)}, Farsi {\tiny(native)}, Arabic {\tiny(intermediate)}}
% \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}}{}{}{}{}
% \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}