Jorge

MLOps Engineer

Jorge is a cloud-native DevOps and big data expert with over 14 years of experience in high-scale infrastructure, machine learning platforms, and distributed systems. He has architected solutions for companies in telecom, healthcare, media, gaming, and finance — delivering optimized ML deployment pipelines, secure data lakes, and CI/CD systems across AWS, Azure, and GCP. A polyglot engineer fluent in Java, Scala, Python, and container orchestration, Jorge has also provided technical training for global organizations, blending hands-on expertise with knowledge transfer.

Jorge
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Jorge

Mexico

2 weeks trial

Love it or pay nothing!

Jorge

MLOps Engineer

Jorge is a cloud-native DevOps and big data expert with over 14 years of experience in high-scale infrastructure, machine learning platforms, and distributed systems. He has architected solutions for companies in telecom, healthcare, media, gaming, and finance — delivering optimized ML deployment pipelines, secure data lakes, and CI/CD systems across AWS, Azure, and GCP. A polyglot engineer fluent in Java, Scala, Python, and container orchestration, Jorge has also provided technical training for global organizations, blending hands-on expertise with knowledge transfer.

Main Expertise

Java
Java
Kubernetes
Kubernetes
Scala
Scala
Kafka
Kafka
Docker
Docker
AWS
AWS
Azure
Azure
Cassandra
Cassandra
PostgreSQL
PostgreSQL
Spark
Spark
Hadoop
Hadoop Ecosystem
flink
Flink
Machine Learning
Machine Learning

Other Skills

Python-logo
Python
django
Django
Jenkins
Jenkins

Selected experience

Employment

Lead Systems Engineer
2021-11 – 2025-05

Containerized Java-based ML models and built scalable CI/CD pipelines. Integrated Airflow and MLflow, deployed models using AWS SageMaker, and supported HPC workloads.
Docker, Kubernetes, Java, AWS SageMaker, GitHub Actions, MLflow, Airflow

Support Ops Engineer (ML Tooling)
2021-05 – 2021-11

Led global infrastructure support for ML platforms across 24+ Kubeflow instances. Built Spinnaker and Jenkins CI/CD pipelines, managed model deployment and experimentation tools.
Kubeflow, Jenkins, GitHub Actions, Spinnaker, SonarQube, Prometheus, PyTorch, gRPC

Analytics & Infrastructure Engineer
2020-11 – 2021-05

Architected ML pipelines and analytics on EKS using Spark and Flink. Automated deployments with Terraform and Helm, integrated Sumo Logic and Vault for observability and security.
Spark, Flink, EKS, MLflow, Terraform, Sumo Logic, Helm

Big Data Engineer (ML Pipelines)
2020-04 – 2020-11

Managed scalable Spark and Flink jobs via SageMaker and AWS Glue. Built streaming analytics with Kinesis and Apache Flink for near real-time insights.
Flink, Spark, AWS Glue, SageMaker, Java, Scala

Lead DevOps & Cloud Architect
2020-01 – 2020-04

Migrated clinical data workflows to Azure Synapse. Automated infrastructure with Bicep and GitHub Actions. Designed secure data pipelines with Event Hubs and NetApp.
Azure Synapse, Event Hubs, Bicep, GitHub Actions, Java, Scala

Senior IT DevOps Engineer
2021-05 – 2021-11

Built CI/CD pipelines for .NET logistics systems using Octopus and NuGet. Supported over 15,000 automated tests and BDD pipelines with Cucumber.js.
Octopus, PowerShell, Jenkins, .NET, NuGet, Cucumber.js

DevOps Architect (Streaming Platform)
2020-04 – 2021-04

Designed Kafka-based architecture for real-time broadcasting. Integrated Terraform, Kubeflow, Spark, and GCP for distributed analytics and ML pipelines.
Kafka, Terraform, Jenkins, Kubeflow, EMR, RxJava, D3.js

DevOps Engineer
2019-03 – 2019-11

Managed full AWS infrastructure and CI/CD for CRM SaaS platform. Automated GraphQL and SQS AWS AppSync, S3, CloudFront, Jenkins, ECS, C#

Lead Consultant & Trainer
2017-06 – Present (Weekends)

Delivered training and consulting in Kubernetes, Docker, AWS, Spark, Java, Kafka, AI, and GCP across Hong Kong, Europe, and Latin America.

Senior Big Data Architect
2017-06 – 2018-11

Led data lake design on Cloudera, migrated pipelines to GCP, developed EMR jobs, and supported health data analytics for multiple international clients.
Spark, Hive, GCP, Cloudera, AWS Glue, Oozie, Kinesis

Big Data Architect
2016-04 – 2017-06

Delivered real-time fraud detection pipelines and graph models with Spark MLlib and GraphX. Managed Cloudera-based data lakes and integrated security/compliance at scale.
Cloudera, Spark Streaming, Scala, Kafka, Mesos, Hive

Solutions Architect
2014-10 – 2016-03

Built real-time banking platforms using Kafka, Docker Swarm, and Spring. Managed event-driven architecture and mentoring across DevOps teams.
Kafka, Docker, Java Spring, Hadoop, ActiveMQ

Software Architect
2014-02 – 2014-09

Migrated systems from PHP to Node.js, developed APIs, and deployed AWS-based cloud apps with MongoDB.
Node.js, AWS, MongoDB, REST APIs

Full Stack Developer
2013-11 – 2014-02

Delivered cross-platform apps for retail and mobile use. Built APIs in Django and Java, supported both Android and iOS.
Django, Java, Android, Node.js, MongoDB

Full Stack Developer
2011-12 – 2013-09

Created cloud-based education platform using Node.js and MongoDB. Automated deployment and monitoring with Bash scripts and AWS.
Node.js, MongoDB, AWS, Bash

Tech Team Leader/Solution architect

Randstad Argentina - 1 year 5 months

May is an expert in Flutter and mobile development, leveraging his skills to build high-quality, user-friendly applications. She is an analytical engineer with over 10 years of professional experience, specializing in technical architecture, solution development, and deployment support.

Her main competencies include reviewing proposals, making effective decisions, and contributing to the entire development lifecycle. May excels in communication, planning, and decision-making. Her proactive and collaborative approach allows her to integrate seamlessly into teams and deliver exceptional results.
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Education

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PhD in Artificial Intelligence
Universidad Panamericana
Master in Informatics Administration
UNAM
Master in Big Data & Data Science
Universitat de València
B.S. in Software Development
Universidad Abierta y a Distancia
B.S. in Computer Systems
Universidad Tecnológica de México
Jorge
background

Jorge

Mexico

2 weeks trial

Love it or pay nothing!

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