CS STUDENT · CLASS OF 2027

Ahmed
Berrada

Breaking intoFinance.

Building at the intersection of markets, machine learning, and data — one project at a time.

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01
ABOUT

Turning data into
decisions.

I'm an engineering student (Class of 2027) at the intersection of computer science, artificial intelligence, and finance. My work focuses on learning by building: from predictive models to data pipelines and practical analytics projects.

I like working across disciplines and turning theory into concrete deliverables. My goal is to keep improving through hands-on projects, internships, and mentorship.

PythonPyTorchSQLApache SparkReactTypeScript
EXPERIENCE
2025 - Now
Apprenticeship — Validation and Automation
Siemens Mobility
Apprenticeship in the Radio department, focused on validation and test automation for critical network infrastructure.
2024 - Now
Ambassador
ESIEA
Student ambassador representing ESIEA — managing outreach, pitching the school to prospective students, and driving event attendance.
2024 - 2024
Internship — Cloud & Networks
Maroc Telecom
Contributed to network and cloud projects including infrastructure and deployment.
2023 - 2023
Internship — Networks
Axeli
Supported network setup, monitoring, and day-to-day operational tasks.
02
PROJECTS

Project Roadmap

Projects in progress — building in public.

DATA ENGINEERING · FINANCE

Market Data Pipeline

Ingestion + Normalization + Feature Store
01

Build a production-ready ingestion pipeline for equities and crypto market data. Standardize schemas, validate quality, and expose cleaned datasets for modeling.

Reliability
Focus
Clean OHLCV
Output
Model Inputs
Use
PythonPostgreSQLSparkDocker
VIEW
AI · BACKEND

Forecast Service API

Time-Series Modeling + API Delivery
02

Deploy a forecasting service with versioned models for short-horizon price movement estimation. Include model tracking and an API contract for downstream apps.

Model Ops
Focus
7-Day Forecast
Output
Dashboard API
Use
Scikit-learnFastAPIGitHub ActionsAWS Lambda
IN PROGRESS
QUANT ANALYTICS · FRONTEND

Risk Monitoring Dashboard

Volatility + Drawdown + Alerts
03

Web dashboard tracking rolling volatility, downside risk, and drawdown for a defined basket. Add alerting logic and data quality guards.

Risk Metrics
Focus
Live Monitoring
Output
Decision Support
Use
Next.jsTypeScriptYFinance APIPostgreSQL
IN PROGRESS
CLOUD · DEVOPS

Cloud Quant Sandbox

Infrastructure as Code for Research
04

Provision a reproducible research environment for experiments and backtests using Terraform, containerized workloads, and automated CI checks.

Reproducibility
Focus
IaC Templates
Output
Team Workflow
Use
TerraformDockerKubernetesGitHub Actions
IN PROGRESS
03
SKILLS

Technical Expertise

◈DATA & AI
Python (Pandas, Polars)Scikit-learnPyTorch / TensorFlowSQL / PostgreSQLApache SparkJupyter
◎FINANCE
Quantitative AnalysisTime-Series ForecastingRisk ModellingYFinance / Alpha VantagePortfolio Analytics
⬡CLOUD & DEVOPS
Docker / KubernetesAWS / AzureCI/CD (GitHub Actions)TerraformLinux
⬟CORE ENGINEERING
C++Java / GoREST APIsSystem DesignTypeScript / ReactNext.js
ALSO WORK WITH
GitJupyterPlotlyStreamlitPostmanVS CodeLinuxBash
04
CONTACT

Let's build something together.

Open to job opportunities in finance, data, and AI. Always happy to connect around interesting projects.

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LinkedIn
Ahmed Berrada
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GitHub
Ahmed-Berrada
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Email
aberrada@et.esiea.fr
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