Software developer focused on Data Engineering & Data Science 🤖 🧠, experienced working with BusinessIntelligence technologies and passionate about solving practical problems using the appropriate MachineLearning tools.
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Machine Learning EngineerAgtools Inc. Jul 2023 - Jun 2024Guadalajara, Mexico Metropolitan Area -
Aws Machine Learning EngineerUnosquare May 2021 - Jul 2023Guadalajara, Mexico Metropolitan Area* End-to-end ETL data pipelines cloud native on AWS using: Lambda, Dynamo, RDS-MySQL, SQS, Event Bridge, S3, Athena, X-Ray to build and pre-process training datasets.* Contributed to developing risky website classification, NLP model training and fine-tuning using AWS SageMaker, XGBoost, LLM, to speed up the manual internal process.* Worked on API for AI model consumption using FastAPI, AWS API gateway, Docker.* Ensured CI/CD by leveraging CircleCI, Terraform and Serverless Framework.* Used PyTest/Locust/Moto3 for unit testing, load testing and AWS services mocking.* Delivered BI dashboards built on AWS QuickSight for management presentations on insights. -
Data Scientist & Data EngineerIndependent Consultan Freelance Mar 2017 - Apr 2021Guadalajara, Jalisco, MexicoParticipated in multiple Startups projects: Agtools, Synx IA, Recursive MX.* Data scraping pipelines for Machine Learning orchestrated via Apache Airflow, built on Python, MongoDB data storage, Pandas, NumPy, Scikit-learn. * Worked on Flask-RESTful API development to host ML models, deployed via docker-compose.* Delivered Time series forecasting system, model training, evaluation, fine-tuning, retraining and deployment: forecasting a 30-day volume production window on a combination of USA cities and fruit/vegetable. FB-Prophet, Flask.* Computer vision, Landmark recognition using pre-trained Keras/TensorFlow models.* E2E implementation of Elasticsearch deployment, data modeling and Kibana dashboards as an inexpensive BI solution for Marketing, Sales and User behavior tracking.
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Database Support & Back-End DeveloperCitibanamex May 2015 - Feb 2017Guadalajara Area, Mexico* SQL Server jobs management, bottlenecks removal and query refactoring, implementing table indexing strategies and materialized views to greatly speedup retrieval up to 90%.* Database production rollout and rollback scripting.* Low code backend developer for the online backing web app “Bancanet Empresarial”.* Business Intelligence using Splunk for reporting, data monitoring & dashboards development. -
Production SupportTata Consultancy Services Oct 2012 - May 2015Guadalajara Area, MexicoProduction Support for financial applications at Northern Trust bank* Trouble shooting, bug finding and solution proposals for code owners.* Back-end support for the bank’s financial on Java applications at Northern Trust bank, ensuring integrity of large transactions, bank loans, investment and management support.* SQL query performance tuning, backups, recovery and Ad-Hoc reports in Oracle & DB2. -
Information Management EngineerHewlett-Packard Feb 2012 - Oct 2012Toluquilla, JaliscoDevelopment & maintenance of tools design for SAP data mining on HP supply chain planning and reporting. Visual Basic, Excel.* Business Intelligence* SQL query developer* .Net Jr developer* SAP D7C data management
Sergio Rayón Mora Education Details
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Master'S Degree With Merit -
Computer Engineering -
Acs Hillingdon International School, LondonHigh School Degree
Frequently Asked Questions about Sergio Rayón Mora
What is Sergio Rayón Mora's role at the current company?
Sergio Rayón Mora's current role is Machine Learning Engineer | M.Sc. in Data Science | AWS x2 Certified.
What schools did Sergio Rayón Mora attend?
Sergio Rayón Mora attended University Of Bath, Instituto Tecnológico Y De Estudios Superiores De Occidente, A.c., Acs Hillingdon International School, London.
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