Sergio Rayón Mora

Sergio Rayón Mora Email and Phone Number

Machine Learning Engineer | M.Sc. in Data Science | AWS x2 Certified
Sergio Rayón Mora's Location
Guadalajara, Jalisco, Mexico, Mexico
About Sergio Rayón Mora

Software developer focused on Data Engineering & Data Science 🤖 🧠, experienced working with BusinessIntelligence technologies and passionate about solving practical problems using the appropriate MachineLearning tools.

Sergio Rayón Mora's Current Company Details

Machine Learning Engineer | M.Sc. in Data Science | AWS x2 Certified
Sergio Rayón Mora Work Experience Details
  • Agtools Inc.
    Machine Learning Engineer
    Agtools Inc. Jul 2023 - Jun 2024
    Guadalajara, Mexico Metropolitan Area
  • Unosquare
    Aws Machine Learning Engineer
    Unosquare May 2021 - Jul 2023
    Guadalajara, 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.
  • Independent Consultan Freelance
    Data Scientist & Data Engineer
    Independent Consultan Freelance Mar 2017 - Apr 2021
    Guadalajara, Jalisco, Mexico
    Participated 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.
  • Citibanamex
    Database Support & Back-End Developer
    Citibanamex May 2015 - Feb 2017
    Guadalajara 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.
  • Tata Consultancy Services
    Production Support
    Tata Consultancy Services Oct 2012 - May 2015
    Guadalajara Area, Mexico
    Production 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.
  • Hewlett-Packard
    Information Management Engineer
    Hewlett-Packard Feb 2012 - Oct 2012
    Toluquilla, Jalisco
    Development & 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

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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