Resume
Transcription
Resume
Mahdi Washha Curriculum Vitae Education 2013–now Masters of Artificial Intelligence and Robotics, The University of Sapienza di Roma, Rome, GPA – 28.65 out of 30 . 2007–2012 Bachelor of Computer Systems Engineering, The University of Birzeit, Palestine, GPA – 90% with High Distinction. Master Thesis Title Supervisor Contact Research Lab Query Difficulty Prediction in Information Retrieval Systems Professor Josiane Mothe josiane.mothe@irit.fr Institut de Recherche en Informatique (IRIT) de Toulouse Description This thesis studies the possibility of having hand designed features and deep features to be used in predicting the difficulty of the user query with respect to a particular measurement (e.g Average Precision) and then find out the most suited information retrieval configuration that can response perfectly to the query based on its difficulty. Bachelor Thesis Title Identifying Spam E-mail based on Statistical Header Features and Sender Behavior Supervisor Professor Azziz Qaroush Contact aqaroush@birzeit.edu Description This thesis aims at finding new hand designed features extracted from the email header session to classify the new coming emails as Spam or Ham. The classification spam model was built using machine learning algorithms such as Support Vector Machine and Random Forest where the obtained accuracy was more than 99% with very low false positive rate. Beside the proposed new features, we investigated a new feature associated with the sender of email termed as Trust feature. This important feature traces the behaviour of email sender maintained on the server side since such feature has been inspired by the hypothesise which states that the sender whose emails are classified as spam, the probability of being spam for the coming spam is very high as well as for the ham emails. 47 rue Pierre de Ronsard – Toulouse, France H +33753371567 • B mahdi.washaha@gmail.com Í http://mahdiwashha.me/ Experience Educational 2012–2013 Teaching Assistant, Computer Systems Engineering Department, Birzeit University. The main activities and responsibilities fall in the area of developing new experiments from scratch for labs (i.e Real Time Systems, Micro-controller labs) to be carried out then by students in their lab time, and supervising on the graduation projects of the department students. Development 20011–2012 Software Developer, EXALT Technologies Company. This year of working was dedicated in developing .NET software’s for HP Indigo company. Publications 2015 Mahdi Washha, Josiane Mothe. "Predicting the Best System Parameter Configuration", submitted to SIGIR’15 conference (Under Review) 2015 Khader Mohammad , Mahdi Washha. "Low Power Content Addressable Memory (CAM) Array for Mobile Devices", submitted to IEEE Journal on Emerging and Selected Topics in Circuits and Systems (Under Review). 2014 Aziz Qaroush, Mahdi Washaha, Ismail M. Khater: Efficient spam filtering based on informative features extracted from the header fields and the URLs in the message. Comput. Syst. Sci. Eng. 29(1). 2012 Aziz Qaroush, Ismail M. Khater, Mahdi Washaha. "Identifying spam e-mail basedon statistical header features and sender behavior", In Proceedings of the CUBE International Information Technology Conference (CUBE ’12). ACM, New York, NY, USA, 771-778. Covered Courses Master Level Robotics, Artificial Neural Networks, Micro-controller Systems, Advanced Artificial Intelligence, Computer Graphics, Network Infrastructures, Machine Learning, Vision and Perception, Mobile Robotics, Advanced Robotics, Automated Reasoning, Visual Learning, and Robot Programming. Bachelor Artificial Intelligence, Computer Networks, Digital Image Processing, Database Level Design, Digital Systems Design, Real Time Systems, Software Engineering, Programming Language (C and Java), Numerical Methods, Digital Signal Processing, Signals and Systems, Circuits Design, Computer Architecture and Organization, Compiler. Achieved Projects 2014 Neural Network Course Project: Online Nonlinear System Identification using Different Architectures of Cooperative Learning Machines. (Implemented on Matlab) 2014 Vision Course Project: Dense Metric Reconstruction for Fontana Object. (Implemented on Matlab) 47 rue Pierre de Ronsard – Toulouse, France H +33753371567 • B mahdi.washaha@gmail.com Í http://mahdiwashha.me/ 2014 Medical Robotics Course Project: Aorta Segmentation using Kass Algorithm. (Implemented on Matlab) 2014 Machine Learning Course Project: Web-spam Classification Based on Web of Trust Features. (Implemented on Java and VB.net) 2014 Autonomous Mobile Robotics Course Project: Path Planning among Movable Obstacles using a probabilistic complete approach. (Implemented on Matlab) 2014 Visual Learning Course Project: On Feature On feature combination for multiclass object classification . (Implemented on Octave) 2014 Advanced Robotics Course Project: Identification of KUKA LWR IV Dynamic Parameters. (Implemented on Matlab) 2014 Simultaneous Localization and Mapping (SLAM): Multi 3D Points Alignment(Implemented using Matlab). 2014 Robot Programming: Eight homework in various topics (Robot Operating System (ROS), Robot Navigation and Localization, Planning, Robot and Human User Interaction, Robot Vision). 2013 Supervised Graduation Project: Arabic Noun Key-Phrases Extraction System based on Nominal Sentence Structure. Technical skills and competence Programming Java (Very Good), C (Very Good), C#.Net (Good), VB.Net (Very Good) , ASP.NET Languages (Good), SQL (Very Good), Linux Scripting (Very Good), Matlab (Very Good) Mobile Android Applications (Very Good). Development Micro- PIC micro-controller (Very Good), and Arduino (Very Good) . controllers Communication Skills 2012 Oral Presentation at the CUBE International Information Technology Conference (CUBE ’12) Languages Arabic Mothertongue English Upper-Intermediate Conversationally and writing fluent Research Area - Visual Learning and Applied Machine Learning Algorithms Query Difficulty Predication in Information Retrieval Systems. Solving Optimization Problems in the Artificial Intelligence Field. Email and Web Spam Filtering. Knowledge Extraction and Mining Social Networks. Arabic Optical Character Recognition Systems. 47 rue Pierre de Ronsard – Toulouse, France H +33753371567 • B mahdi.washaha@gmail.com Í http://mahdiwashha.me/