Yuri Rios
@yuririos
Passionate data engineer with experience in AWS ecosystem
What I'm looking for
As a highly skilled Data Engineer with a passion for leveraging technology to drive business growth, I have extensive experience in designing and implementing sophisticated data pipelines and warehouses. My expertise lies in reducing data processing times, developing KPIs for insightful dashboards, and ensuring data quality and observability across various projects.
I have successfully built data pipeline models that significantly improved our data architecture, reducing processing times from 1 day to just 30 minutes. My proficiency in creating KPIs using Tableau has enhanced data visualization and facilitated data-driven decision-making. Through extensive exploratory data analysis, I have provided comprehensive insights across sectors such as sales, products, finance, and expansion.
My technical skills include:
𝗔𝗪𝗦 & 𝗘𝗧𝗟 𝗣𝗿𝗼𝗰𝗲𝘀𝘀𝗲𝘀: Extensive work within the 𝗔𝗪𝗦 ecosystem (S3, EMR, Redshift), conducting 𝗘𝗧𝗟 processes with 𝘼𝙥𝙖𝙘𝙝𝙚 𝘼𝙞𝙧𝙛𝙡𝙤𝙬, and managing pipelines using Azure Pipelines and Terraform scripts.
𝗠𝗼𝗱𝗲𝗿𝗻 𝗗𝗮𝘁𝗮 𝗦𝘁𝗮𝗰𝗸: Collaborated on developing data pipelines for Google Analytics using 𝗗𝗕𝗧 and Dagster, and implemented 𝗖𝗜/𝗖𝗗 and observability to process hundreds of gigabytes of data daily.
𝗔𝗴𝗶𝗹𝗲 𝗠𝗲𝘁𝗵𝗼𝗱𝗼𝗹𝗼𝗴𝘆: Utilized 𝗔𝗴𝗶𝗹𝗲 methodology for efficient project management and team collaboration.
𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 & 𝗙𝗼𝗿𝗲𝗰𝗮𝘀𝘁𝗶𝗻𝗴: Creating, improving, and monitoring algorithms for sales forecasting using models like Random Forest and XGBoost, and deploying them to new sites. I have built robust data pipelines to deploy ML models in production and developed dynamic simulations for economic viability analysis.
𝗔𝗻𝗼𝗺𝗮𝗹𝘆 𝗗𝗲𝘁𝗲𝗰𝘁𝗶𝗼𝗻: Developed expense anomaly detection systems using 𝗣𝘆𝘁𝗵𝗼𝗻 libraries such as pyOD, sklearn, pycaret, and scipy, ensuring financial integrity and prompt identification of potential issues.
With a strong foundation in 𝗣𝘆𝘁𝗵𝗼𝗻 and 𝗦𝗤𝗟 and a commitment to continuous learning and improvement, I excel at handling and transforming large-scale data, making it readily available for business intelligence and strategic decision-making. My goal is to continue leveraging cutting-edge technologies to solve complex data challenges and drive meaningful outcomes for organizations.
Experience
Work history, roles, and key accomplishments
Data Engineer
Altantic Institute
Jan 2022 - Present (3 years 4 months)
• 𝗔𝗪𝗦 𝗘𝗰𝗼𝘀𝘆𝘀𝘁𝗲𝗺 𝗣𝗿𝗼𝗳𝗶𝗰𝗶𝗲𝗻𝗰𝘆: Worked extensively within the 𝗔𝗪𝗦 ecosystem, primarily utilizing S3 buckets, EMR, and Redshift, ensuring efficient storage, processing, and retrieval of large datasets.
• 𝗘𝗧𝗟 𝗣𝗿𝗼𝗰𝗲𝘀𝘀𝗲𝘀 𝗮𝗻𝗱 𝗣𝗶𝗽𝗲𝗹𝗶𝗻𝗲 𝗠𝗮𝗻𝗮𝗴𝗲𝗺𝗲𝗻𝘁: Conducted ETL processes using 𝗔𝗽𝗮𝗰𝗵𝗲 𝗔𝗶𝗿𝗳𝗹𝗼𝘄 and managed data pipelines with Azure Pipeli
Data Scientist Lead
Pague Menos Drugstore
Jan 2022 - Aug 2022 (7 months)
• 𝗦𝗮𝗹𝗲𝘀 𝗙𝗼𝗿𝗲𝗰𝗮𝘀𝘁𝗶𝗻𝗴 𝗮𝗻𝗱 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: Developed, enhanced, and monitored algorithms for sales forecasting using advanced 𝗽𝘆𝘁𝗵𝗼𝗻 machine learning models like Random Forest and XGBoost, as well as time series techniques. This model served as a reference for the construction of over 100 drugstores within a single year.
Data Scientist
Pague Menos Drugstore
Jan 2020 - Aug 2022 (2 years 7 months)
• 𝗗𝗮𝘁𝗮 𝗥𝗲𝗽𝗼𝘀𝗶𝘁𝗼𝗿𝘆 𝗗𝗲𝘀𝗶𝗴𝗻 𝗮𝗻𝗱 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁: Designed and developed a data pipeline using 𝗽𝘆𝘁𝗵𝗼𝗻 models to construct a data repository incorporating the company's financial modeling. Successfully migrated to a new architecture that reduced total processing time from 1 day to 30 minutes.
Education
Degrees, certifications, and relevant coursework
Yuri hasn't added their education
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Location
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Website
medium.com/@fyuriosbSocial media
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