Ivan Gerardo
ML Engineer
9+ years exp
PHP
SQL
C#
Node JS
Python
JavaScript
Active 3 days ago
+52 (156) 56381831 Invite to interview
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Overview
Technical skills
Timeline
Roles
Overview
Senior software engineer focused on backend and microservices for production systems in finance and SaaS. Experience building REST/gRPC services, setting up CI/CD and infrastructure automation, and implementing observability with Datadog, Prometheus, and Grafana. Also delivered AI/ML inference services and production ML workflows using AWS SageMaker, Vertex AI, and MLflow.
Technical skills
PHP
SQL• Middle • 9y+
C#• Junior • 9y+
Node JS• Senior • 6y+
Python• Middle • 3y+
JavaScript• Junior
Python
Flask• 9y+
FastAPI• 8y+
Databases
Google BigQuery
MS SQL
PostgreSQL
Snowflake
AI/ML
MLFlow• 3y+
Vertex AI• 3y+
Computer Vision
NLP
Frontend
React.js
Redux
DevOps
Rest API
SLI/SLO/SLA
AWS• 9y+
Docker• 9y+
Azure• 6y+
Datadog• 6y+
GCP• 6y+
GitHub Actions• 6y+
Grafana• 6y+
gRPC• 6y+
Helm• 6y+
Kubernetes• 6y+
Prometheus• 6y+
Terraform• 6y+
CI/CD• 3y+
Timeline
Senior AI/ML Engineer
•
Senior
Spark Cognition
•
Full-Time
Built low-latency REST inference microservices for high-volume production traffic. Created API-driven automation workflows to coordinate ingestion, notifications, and AI processing. Led CI/CD automation using Terraform and GitHub Actions, and implemented AWS SageMaker monitoring and alerting to improve reliability. Advanced Vertex AI pipelines with MLflow for regression testing and faster release cycles.
Python
Node JS
AWS
Terraform
GitHub Actions
CI/CD
MLFlow
Vertex AI
AI/ML Ops Engineer
•
Middle
Thought Machine
•
Full-Time
Developed backend REST microservices using FastAPI, gRPC, and Node.js for core banking and frontend applications. Automated testing, deployment, and operational monitoring with GitHub Actions, Terraform, Docker, Kubernetes, and Helm to reduce release time. Implemented observability with Datadog, Prometheus, Grafana, and SLA monitoring, improving incident response. Worked across AWS, GCP, and Azure and optimized real-time processing for sub-second predictions and better risk-scoring performance.
FastAPI
gRPC
Node JSsince 2020
GitHub Actionssince 2020
Terraformsince 2020
Docker
Kubernetes
Helm
Datadog
Prometheus
Grafana
AWS
GCP
Azure
Full Stack Engineer
•
Middle
BigCommerce
•
Full-Time
Delivered REST-based microservices using FastAPI, Flask, and SQL for SaaS platform reporting and backend services. Led C# and T-SQL ETL workflows to consolidate large e-commerce datasets and improved pipeline efficiency. Optimized SQL queries and indexing to reduce API and dashboard response times, improving scalability and operational support. Migrated legacy PHP components toward Dockerized services on AWS ECS using a microservices architecture.
FastAPIsince 2017
Flask
SQL
C#
Dockersince 2017
AWSsince 2017
University of Chester
Bachelor's Degree •
Computer Science