Hicham - Data Analyst PYTHON

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Photo de Hicham, Data Analyst PYTHON
Compétences
Expériences professionnelles
  • RESEARCH AND PROFESSIONAL EXPERIENCE

    Data Scientist (Freelance) Jul 2019 - Nov 2020
    Promy, Lyon, France
    • Data Preprocessing, Cleansing, Analysis (MongoDB, Python)
    • Developed an automatic data scrapping API to scrape data from ”G´eoportail d’Urbanisme de
    France” (Python)
    • Developed a time series forecasting model to forecast real estate prices over time (Python, R,
    LSTM, ARIMA, Boosting trees regressors)
    • Developed an API for cadastral data ”Donn´ees Cadastrales de France” (Python)

    Doctoral Research, ITC Research Laboratory (TICLab), UIR, Rabat 2018 - 2021
    ThreatPredict Project: Using Machine/Deep Learning and Time Series techniques to model and
    forecast future Cyber-attack rates and threats such as scans and data breaches by leveraging technical,
    global social and geo-political events such as signals from social media.
    • Achievements: Published 2 conference papers and 1 journal paper in peer review

    Research Internship, Bank Al Maghrib (Central Bank of Morocco) Dec 2018 - Mar 2019
    Large-scale analysis of logs generated by ArcSight SIEM for detecting suspicious activity and predicting
    future threats on financial organizations such as scans and phishing.
    • Achievements: developed a tool to identify and block unauthorized scanners in the bank’s networks

    Internship, Soft Centre, INPT, Rabat June - August 2017
    Developing an Application for Customer loyalty: OCR, Data mining, Machine learning, Data Visualization
    - Build an OCR model using Python, Java, and data mining algorithms to extract purchases from the
    receipt image, understand customers profile, and help supermarkets satisfy their customers

Études et formations
  • EDUCATION

    PhD in Machine Learning, International University of Rabat, Morocco 2018 - 2021
    Thesis title: Modeling and Predicting Cyber Attacks Using Machine Learning
    Master Sc., Sidi Mohammed Ben Abdellah University, Fez, Morocco 2015 - 2017
    Specialization: Big Data Analytics and Smart Systems
    Bachelor of Science, Mohammed First University, Oujda, Morocco 2012 - 2015
    Specialization: Mathematical and Computer Sciences

    TEACHING

    Part-time Teacher, International University of Rabat
    • Course: Introduction to Computer Science (48 teaching hours) Fall 2020
    • Course: Computer Architecture (24 teaching hours) Fall 2019
    • Course: Introduction to Deep Learning (24 teaching hours) Fall 2019

    ACADEMIC PROJECTS

    1. Development of a Visual Speech Recognition (Lip Reading) system
    • Techniques: image processing, image descriptors extraction, convolutional neural networks
    • Tools: tensorflow, Keras, OpenCV
    • Language: Python
    • Achievements: achieved state of the art results and 2 datasets and published 1 journal paper,
    and won the Kambule Masters Dissertation Award for my thesis from Deep Learning Indaba
    • Usefulness: Help laryngectomized people to reproduce their speech only from lips movements
    2. Data Warehouse for the measure of good governance in the register offices of Fez
    • Techniques: ETL, OLAP
    • Tools: Talend, SQL Server
    • Usefulness: help the register offices to ensure services transparency

    SERVICES

    Animator of a workshop on ”Artificial Intelligence and Security: Security of AI models and AI for
    cybersecurity” at MoonShot Morocco 2019, Casablanca
    – Helped engineering and high school students learn about artificial intelligence, cybersecurity,
    and their interplay
    • Reviewing scientific papers
    – Reviewed 2 papers for the International Conference on Wireless Networks and Mobile Communications (Wincom) 2019
    – Reviewed 2 papers for the International Joint Conference on Artificial Intelligence (IJCAI) in
    2019 and 2018
    – Reviewed 3 papers for the 2018 IEEE/ACM International Conference on Advances in Social
    Networks Analysis and Mining (ASONAM)
    • Organizing Committee Member of IndabaX Morocco 2019: Designed conference brochures
    • Treasurer of Sidi Mohammed Ben Abdellah University IEEE Student Branch (IEEE STB)

    AWARDS
    • Fully sponsored round trip to attend and participate in the AI Hackathon, Tunisia, Sep 2019
    • Winner of Kambule Masters Dissertation Award for my master’s thesis. Title: Lip Reading with
    Hahn Convolutional Neural Networks Moments. Deep Learning Indaba (African ML gathering),
    Kenya, August, 2019
    • Full Travel/Accommodation Grant to attend and participate in Deep Learning Indaba , Kenya,
    August 2019
    • Full Travel Grant to attend NeurIPS Conference 2019 and its workshops, Vancouver, Canada
    • Full Travel Grant to attend NeurIPS Conference 2018 and to present a poster at Black in AI
    workshop, Montral, Canada
    • Silver Medal: Kaggle Porto Seguros Safe Driver Prediction Competition
    – Used bayesian optimization to find the best parameters and improved the prediction performance by blending XGBoost and CatBoost models

    RESEARCH INTERESTS
    Cybersecurity Cyber Attacks Modeling, Cyber Attacks Prediction
    Machine/Deep Learning Time Series Forecasting, Computer Vision, Causality

    TECHNICAL STRENGTHS AND SKILLS
    Data Mining / Data Analysis R, Python, SAS, Weka, Sphinx
    Machine Learning Classification, Regression, Clustering
    Big Data Analytics Hadoop, Spark, Sqoop, MapReduce
    Deep Learning frameworks Anaconda, PyTorch, Tensorflow, Keras
    Programming Languages Java, C/C++, Python, R
    Data Warehouse ETL, OLAP, Talend, SQL Server, QlikView
    Information Systems Decisional Geographic information system GIS, ArcGIS

    LANGUAGES
    Tamazight (Moroccan berber)
    Arabic
    English
    French

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