fares lompo

fares lompo

Software/AI Engineer
Canada
English, French

نبذة عني

Software/AI Engineer with experience in designing and developing expert recommendation systems using NLP techniques and Large Language Models. Experience includes building data pipelines, integrating RESTful APIs, implem…

الخبرة

Software/AI Engineer

CHUM/CPIAS
Aug 2023 - Dec 2023 · 4 أشهر

Designed and developed an expert recommendation system in the fields of health and technology using advanced NLP techniques such as semantic analysis, word embedding, text vectorization, and Large Language Models (LLMs).
Engineered an artificial intelligence system capable of processing project descriptions and needs to identify expert profiles.
Reduced the time required for expert identification and matching by 40%.
Tested, finetuned, and integrated Large Language Models (LLMs) into the system using the Langchain framework, RAG architecture, and prompt engineering techniques.
Improved the accuracy and efficiency of the system by 25%.
Built a data pipeline to facilitate data cleaning and integration with the expert recommendation system.
Participated in the implementation of a RESTful API allowing inference of the model deployed on AWS.
Collaborated with teammates from design to implementation to ensure successful deployment of the expert recommendation system.

Innovation Software Engineer Intern

Pomerleau
Aug 2022 - Dec 2022 · 4 أشهر

Designed and implemented a data pipeline enabling extraction, analysis, validation, transformation, and storage of data from multiple external databases to a centralized database.
Increased data accuracy by 20% for enhanced data visualization.
Implemented an automated CI/CD system using GitHub Actions and YAML scripts on Azure virtual machines.
Authored comprehensive documentation and designed architectural diagrams of the system.
Implemented new features on a web management platform.
Designed, implemented, and secured a RESTful API.
Protected the API against injection attacks.
Managed the Microsoft SQL Azure database.
Participated in meetings with the client and translated needs into features and tasks using JIRA.

المهارات

بايثون (لغة برمجة) تطوير الويب AngularJS علم البيانات تعلم الآلة نود جي.إس Java C++ C# JavaScript TypeScript HTML CSS SQL Assembler Angular NodeJS React Express Flask Langchain ASP.Net MongoDB PostgreSQL Docker GitHub GitLab Firebase AWS Postman GCP CI/CD Microsoft SQL Server Kubernetes DevOps Agile methodology Large Language Models Jira PyTorch Huggingface Ollama Mistral-instruct AI model Sentence Transformers Prompt Engineering Chroma DB Socket.IO GitHub Actions YAML Azure virtual machines RESTful API RAG
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