À propos de Hicham
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Expériences
- AXA Partners,Lead AI EngineerBANQUE & ASSURANCESoctobre 2024 - Aujourd'hui (1 an et 8 mois)Paris, FranceLeading the end-to-end delivery of AITrust, a groundbreaking, three-component trust framework that embeds real-time guardrails and compliance checks into AXA’s Retrieval-Augmented Generation (RAG) chatbot workflows. Designed first for AXA agents—who demand absolute confidence in AI-driven insights—AITrust ensures every retrieval, generation and response is accurate, policy-compliant and fully auditable, paving the way for a seamless transition to direct-to-customer deployments.𝐊𝐞𝐲 𝐀𝐜𝐡𝐢𝐞𝐯𝐞𝐦𝐞𝐧𝐭𝐬 & 𝐈𝐦𝐩𝐚𝐜𝐭• 𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬-𝐂𝐫𝐢𝐭𝐢𝐜𝐚𝐥 𝐏𝐢𝐥𝐨𝐭: Spearheaded a secure, enterprise-grade RAG chatbot integration for AXA agents, slashing answer-validation time by 50% and boosting agent confidence.• 𝐑𝐢𝐬𝐤 & 𝐂𝐨𝐦𝐩𝐥𝐢𝐚𝐧𝐜𝐞 𝐛𝐲 𝐃𝐞𝐬𝐢𝐠𝐧: Enforced continuous checks to prevent misinformation, bias or policy violations—driving an 80% reduction in content-related incidents and satisfying stringent regulatory requirements.• 𝐑𝐚𝐩𝐢𝐝 𝐓𝐢𝐦𝐞-𝐭𝐨-𝐕𝐚𝐥𝐮𝐞: Delivered a production-ready solution in under 8 weeks, securing executive sponsorship and unlocking a roadmap for customer-facing AI services.• 𝐌𝐨𝐝𝐮𝐥𝐚𝐫, 𝐒𝐜𝐚𝐥𝐚𝐛𝐥𝐞 𝐀𝐫𝐜𝐡𝐢𝐭𝐞𝐜𝐭𝐮𝐫𝐞: Defined a plug-and-play ecosystem—lightweight SDK, independent validator packages, serverless backend—enabling parallel development and zero-downtime updates across multiple lines of business.• 𝐅𝐮𝐭𝐮𝐫𝐞-𝐑𝐞𝐚𝐝𝐲 𝐆𝐨𝐯𝐞𝐫𝐧𝐚𝐧𝐜𝐞: Established end-to-end audit trails, telemetry and GDPR-aligned data controls, positioning AXA Partners as a leader in responsible, trustworthy AI.By transforming AI from a “black box” into a governed, auditable asset, I’ve empowered AXA to innovate fearlessly—first inside the agent desktop, next in direct customer engagements—while safeguarding trust, compliance and business value.
- AMADEUS,NiceAI & Big Data EngineerAÉRONAUTIQUE & AÉROSPATIALEjanvier 2023 - octobre 2024 (1 an et 9 mois)As a member of the Core Capabilities team, empower other teams by provisioning robust Big Data and Data Science Frameworks.𝑯𝒊𝒈𝒉𝒍𝒊𝒈𝒉𝒕𝒔:• Developed an advanced multi-agent graph knowledge RAG, designed for automatic experimentation and optimization of Spark job configurations to reduce costs. Integrated with Prometheus for monitoring and alerts, alongside a Databricks REST API connection, it doubled as an alert system and an interactive Chatbot.• Contributed to developing a cloud-agnostic MLOps framework, designed to streamline the training/deployment of ML/DL models with intuitive templates.• Monitoring ETL processes handling 8 PB of data, leveraging Kafka and Databricks to significantly enhancing data processing efficiency and system reliability.
- SNCF,AI & Big Data EngineerTRANSPORTSoctobre 2021 - décembre 2022 (1 an et 2 mois)Nice, France𝑺𝒕𝒂𝒄𝒌:Languages: Scala | Python | Java | SQLProcessing: Spark | DatabricksCI/CD: Git | JenkinsOrchestration: Airflow | DatadogDeployment: Kubernetes | AzureStorage: Datalake | PostgreSQL𝑶𝒃𝒋𝒆𝒄𝒕𝒊𝒗𝒆:Deliver high-impact PowerBi dashboards to monitor vital KPIs associated with Transilien terminals and CABs validations.𝑯𝒊𝒈𝒉𝒍𝒊𝒈𝒉𝒕𝒔:• Processed daily JSON data in Datalake using Spark Scala.• Created business tables and used Spark for ML insights.• Engineered a Java application for Job flow .• Orchestrated robust data pipelines through Airflow and monitored using Datadog.• Integrated data into PostgreSQL and transformed raw data into actionable insights on PowerBi.
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Formations
- Engineering DegreeECC (CentraleSupelec Group)2017Engineering Degree
- Preparatory Classes MP*LyceeMoulay Youssef2015Preparatory Classes MP*