Joan Gerard

ML for everyone

Projects

Here are some of the projects I’ve worked on for various companies to provide you with an idea of my experience.

Encora (2021-Present)

Senior ML Engineer

Web Site: https://www.encora.com

  • Recomendation system: what is going to be my next purchase?
  • Customer Segmentation: what are the most valuable customers?
  • Sales Prediction
  • A/B Testing for marketing campaigns
  • Reporting automation
  • Customer movement data ingestion
  • Data Analytics and Reporting for finance, merchandising, and marketing

Tech Stack: MLOps, SQL, Power BI, Tableau, Python, Sci‑kit learn, Keras, Pytorch, Matplotlib, Numpy, Seaborn, Pandas, Kafka, Azure Machine Learning Studio, Azure AutoML, Azure AI, Pipeflow, MLflow, AWS Sagemaker, AWS S3, AWS EC2, AWS Lambda Functions, AWS Step Functions, AWS Cloudwatch, OpenAI API, GitHub, Azure DevOps boards, Responsible AI, Supervised, Unsupervised learning.

MLG (2019-020)

ML Engineer

Web Site: https://mlg.ulb.ac.be

  • Robot localization prediction using Particle’s filter and artifitial neural networks.

Tech Stack: Python, Keras, PyTorch, Transfer Learning, Bayesian Filters, Webots Robot Simulator.

Assuresoft (2017-2018, 2020-2021)

Software Engineer

Web Site: https://www.assuresoft.com

  • Telecom software to manage technicians appointments and show real-time information about their work
  • CRM software for health system

Tech Stack: Full‑stack web development, Angular, JavaScript, Pug Templates, Typescript, NodeJS, GraphQL, RedIS, Kafka, Oracle, Angular, microservices, GitHub, Subversion, Jira, Code Reviews, PHP, Zend Frameworks, SQL, MySQL, JQuery.

Mojix (2016)

Software Engineer

Web Site: https://www.mojix.com

  • Automotive software to schedule and manage car maintenance information.

Tech Stack: Full‑stack web development, C#, ASP.NET, MySQL, and Angular

Medspazio (2015-2016)

Software Engineer

Web Site: http://www.medspazio.com.bo

  • Healthcare system.

Tech Stack: Full‑stack web development, C#, .NET, WPF, Javascript, and SQL.

Additional Projects

  • CV: Image classification, Object Detection
  • NLP: Entity Recognition, Key phrase extraction, and Sentiment Analysis
  • Chatbot with OpenAI API
  • LLM deployment and custom chat creation using RAG
  • ML pipeline design, creation, deployment, and monitoring
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