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Generative AI artisan, with a background in financial services. Fluent in French, English, Arabic, and proficient in Python, I am currently exploring new career opportunities where I can integrate my diverse skills and innate curiosity. Passionate about the development and creation of AI applications: built NarrateNews, InQuire, Instructo and currently (re)building Stewee - a tiny music generation model.
I enjoy designing, building and deploying Machine Learning solutions as an end to end scalable products. ๐ฐ Iโve built AI/ML capabilities from the ground up in organizations of all sizes on two continents, from Fortune 250 companies to early age startups. ๐ฉ I'm a Mentor and Advisor to various early stage AI startups. ๐จโ๐ฌ Iโve spearheaded the development of high-performance, data-driven products across multiple industries, from real-time model training to AI agents powered by the latest advancements in Large Language Modes (LLMs). ๐ ๐๐๐ช ๐๐๐๐ ๐ง๐๐ฅ๐๐ ๐๐ค & ๐ธ๐๐๐๐๐ง๐๐๐๐๐ฅ๐ค: ๐๐ฒ๐ฎ๐๐๐ฟ๐ฒ ๐ฆ๐๐ผ๐ฟ๐ฒ ๐ฃ๐น๐ฎ๐๐ณ๐ผ๐ฟ๐บ (Offline & Online) โ U.S. Patent Filed ๐๐ฎ๐๐ฎ ๐ค๐๐ฎ๐น๐ถ๐๐ ๐ ๐ผ๐ป๐ถ๐๐ผ๐ฟ๐ถ๐ป๐ด (DQM) โ U.S. Patent Filed ๐๐๐ ๐๐ถ๐ป๐ฒ-๐ง๐๐ป๐ถ๐ป๐ด for Text Generation โ U.S. Patent Filed Gen๐๐ ๐๐ด๐ฒ๐ป๐๐, RAG, Vector DBs, Prompt Flows, LLMs, Function Calling ๐ก๐ฒ๐ฎ๐ฟ ๐ฅ๐ฒ๐ฎ๐น-๐ง๐ถ๐บ๐ฒ ๐ ๐ผ๐ฑ๐ฒ๐น ๐ง๐ฟ๐ฎ๐ถ๐ป๐ถ๐ป๐ด & ๐๐ป๐ณ๐ฒ๐ฟ๐ฒ๐ป๐ฐ๐ฒ Architecting ๐น๐ผ๐-๐น๐ฎ๐๐ฒ๐ป๐ฐ๐, ๐๐ฐ๐ฎ๐น๐ฎ๐ฏ๐น๐ฒ ๐ ๐๐ข๐ฝ๐ ๐ฝ๐ถ๐ฝ๐ฒ๐น๐ถ๐ป๐ฒ๐ with millisec performance Trained numerous high-performance ML models across domains ๐๐๐๐๐๐๐๐๐ ๐ผ๐ฉ๐ก๐๐ฃ๐ฅ๐๐ค๐ & ๐๐ ๐ ๐๐ค ๐๐ฒ๐ป๐ฒ๐ฟ๐ฎ๐๐ถ๐๐ฒ ๐๐ ๐ ๐ผ๐ฑ๐ฒ๐น๐ โ Claude 3.5 Sonnet, Llama 3, GPT-4, Titan Text Embeddings v2 ๐๐ ๐ณ๐ฟ๐ฎ๐บ๐ฒ๐๐ผ๐ฟ๐ธ๐ โ Azure AI Studio, Amazon Bedrock, LangChain, LangSmith, Llama Index, Hugging Face ๐๐๐๐ผ๐บ๐ฎ๐๐ถ๐ผ๐ป โ Python, CI/CD, AWS CDK, Serverless, API, Shell Scripting, JSON, YML ๐๐ถ๐ด ๐๐ฎ๐๐ฎ โ Apache Spark, Hadoop, Airflow, Redshift, Oracle, Snowflake, Databricks ๐๐ช๐ฆ โ EMR, Sagemaker, Glue, DynamoDB, Aurora, Lambda, API Gateway, EC2, Fargate, ECS, ECR, Cloud Formation, Step Function, Events, Athena, S3, ALB ๐๐๐ฃ โ BigQuery, Cloud Functions, Google Vertex Platform, DataProc, Cloud Run ๐๐๐ - Streamlit, Flask, HTML, CSS, JavaScript ๐๐๐๐๐๐๐ ๐๐๐๐ฃ๐๐๐๐ ๐ป๐ ๐๐๐๐: ~ User Personalization (Recommendation/Matching) ~ Pricing ~ Chatbots (GenAI LLM Agents) ~ Customer CLTV, Retention & Segmentation ~ Fraud Detection (Anomoly) ~ Advanced Analytics
Experience in developing and automating the operationalization of Machine Learning models using AWS SageMaker (MLOps pipelines & CI/CD pipelines) Experience leading and training MLOps developers Experienced in the latest Generative AI technologies, focusing on LLM-powered applications, including RAG, Pinecone, Amazon OpenSearch, Langchain, and Amazon Bedrock. Deep understanding of different Machine Learning core concepts and algorithms Experience in using Deep Learning frameworks (TensorFlow, Pytorch, Keras) Strong background in Python (pandas, NumPy, scikit-learn, Flask, OpenCV, nltk, FastAPI, pytest. . . ) Experience in data collection, cleaning, standardization, exploitation and visualization Committed to clean code, best practices, and optimizing performance
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