
CV du
consultant
Réf PROF00007441
Compétences
BDD
Data Azure BI Databricks ETLConnaissances fonctionnelles
azure Devops Cloud Business Commodities Finance Financial GCP google GPC Microsoft NLP Performance pipelines Production Risk SOFTWARE trading transformation workflowsLangages
PYTHON C Docker Flask Flutter Hadoop JAVA Keras MATLAB Pandas Pytorch R scala Spark SQL TensorFlowMéthodes
Jenkins api Architecture DEVOPS elasticsearch integration Management MIGRATION SCRUM TestingOutils
Azure Data Factory Azure Databricks GitLab iam RDS TeamsRéseaux et Middleware
AWS KUBERNETES TerraformSystèmes
AD GIT LINUX VirtualBox WINDOWSDiplômes et formations
. 2019 - Diplôme d'ingénieur en Data science
Pays / régions
Expérience professionnelle
2019 - 2020 University Paris Dauphine / ENSAE / ENS. MSC in Quantitative Finance MASEF (formerly DEA
MASE). Obtained with honors, rank 4th
Stochastic Calculus, Volatility & Interest rate models, Statistics, Monte Carlo, PDEs, Data Mining,
Big Data, Analysis of financial series, Credit Risk, C++, Commodities, Random matrix theory,
Stochastic Control, Machine Learning, Levy Processes, High Frequency Trading
Projects:
- Bermudian option pricing: Random Tree Method, Monte Carlo, Python
- High Frequency Trading: Paper analysis of ‘Model of the limit order book’
2018 - 2019 Ecole Centrale Nantes. Engineer’s Degree, Final Year in Applied Mathematics, Statistics and Data
Science
Probabilities, Hilbertian analysis, Stochastic processes, Deterministic numerical methods,
Probabilistic numerical methods, Quantification of uncertainties, Data mining, Statistical inference
and linear models, Numerical statistics, Statistical learning, Advanced statistical learning, Time
series.
Projects: - Time series and application to financial data: ARMA, ARIMA, GARCH
models with MSE, AIC, BIC criterions
- Customer review analysis: NLP, Sentiment Analysis, NLTK
- Text classification: Negative Matrix Factorization NMF, text mining, Clustering
2016-2018 Ecole Centrale Casablanca, General Engineering Degree, 1st and 2nd year
2014-2016 CPGE Reda Slaoui, Agadir, Preparatory classes: Mathematics and Physics, among top candidates in
the highly selective national contest CNC
WORKING EXPERIENCES
July - Today SIX Financial Information, Paris. Permanent contract, Data Engineer
2021 - Led the migration of diverse on-premises solutions to the Azure Cloud
- Managed ETL processes using Azure Data Factory, ensuring seamless data integration and
transformation for improved efficiency.
- Orchestrated Azure Pipelines on Spark clusters within Databricks, optimizing data
processing workflows and enhancing overall system performance.
- Utilized Azure DevOps for CI/CD pipelines, facilitating streamlined development, testing,
and deployment processes for increased agility and reliability.
- Deployed solutions in pipelines using Docker and Kubernetes, ensuring scalable and
resilient system architecture.
- Contributed to a machine learning project focused on classifying PDF documents,
leveraging Amazon Textract for text extraction.
- Designed and executed end-to-end pipelines for the PDF classification project, managing
the flow from document arrival to ingestion and classification in a local database.
- Leveraged GCP Colab for collaborative development and experimentation in machine
learning projects.
- Collaborated with cross-functional teams to define project requirements, ensuring
alignment with business objectives and stakeholder expectations.
- Regularly communicated project updates and milestones to key stakeholders
July - November University Paris Dauphine, Paris. Internship, Quantitative Research intern
2020 Hedging portfolios under market imperfections using Reinforcement Learning:
- State of the art overview
- Q-Learning under transaction costs, trading limits, liquidity constraints and costs of funds
July - December French Authority of Financial Markets (AMF), Paris. Internship, Data Scientist
2019 - Prototype of the First semantic search engine at AMF, using Elasticsearch & BERT
- Contribution in deployment of existing PoCs: Git, Python, Flask
April – July GPC Carton, Agadir. Internship, Software Engineer
2018 - Programming a software (.exe using Python + SQL) to automatically manage daily
production reports
PERSONAL PROJECTS
Money bot Development of a trading bot for algorithmic trading using python, TD Ameritrade for data and
Alpaca for trading:
- Daily requesting of TD Ameritrade’s history price API for NYSE stocks
- Data preparation and processing using pandas
- Determination of top highest momentum stocks using Pyportolioopt library
- Using discrete allocation method in Pyportfolioopt to determine quantities of stocks to trade
- Submit buy\sell orders to Alpaca API to modify paper portfolio
SKILLS & INTERESTS
Computer science Data Processing: Python, R, Scala, Spark, Hadoop
Cloud: Azure, AWS
AWS Services: EC2, S3, Lambda, Load Balancer, Amazon RDS, DynamoDB, API Gateway,
CloudWatch, AWS IAM, Amazon ECS
Azure Services: Azure AD, Azure Data Factory, Azure DevOps
Machine learning/Deep learning libraries: Scikit-learn, Keras, TensorFlow, PyTorch
Data visualization: Tableau, Data studio, Dash, Power BI
CI/CD: Azure DevOps, Jenkins
Containerization & Orchestration: Docker, Kubernetes, Amazon ECS
IaC: Terraform, CloudFormation
Cluster management: Databricks
Virtualization & Development Environments: Vagrant, VirtualBox
Versioning: Git
OS: Windows, Linux
Other languages & frameworks: Java, C++, Matlab, Arduino, Flutter
Languages French – fluent / Arabic – native / English – Fluent (TOEIC 915/990)
Hobbies Fitness, Football, Guitar, Swimming, Chess, 8-Ball, Fussball, Wild camping
CERTIFICATIONS & KAGGLES
Certifications Certified Kubernetes Admin (CKA)
AWS Certified Solutions Architect – Associate
Microsoft Certified: Azure Data Engineer Associate
Certified Terraform Associate
Certified Jenkins Engineer
Microsoft Certified: Azure Fundamentals
Professional Scrum Master™ I (PSM I)
Data Engineering, Big Data, and Machine Learning on GCP (Google Cloud)
Big Data Analysis with Scala and Spark (EPFL)
Kaggle Bank customer churn modelling: Imbalanced classification, AUROC score: 86%
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