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I am an experienced AI/ML Engineer and Python Developer with over 8 years of expertise in building intelligent systems, deploying ML pipelines, and automating infrastructure using modern DevOps and CI/CD practices. Skilled in developing AI models using TensorFlow, PyTorch, and scikit-learn, I build scalable APIs with FastAPI and Flask, and maintain cloud-native solutions on AWS, Azure, and GCP. I am adept at MLOps practices including containerization, versioning, monitoring, and continuous training/deployment of models. I am passionate about clean, modular code and reproducible ML work that drives impactful solutions in a collaborative environment.…I am an experienced AI/ML Engineer and Python Developer with over 8 years of expertise in building intelligent systems, deploying ML pipelines, and automating infrastructure using modern DevOps and CI/CD practices. Skilled in developing AI models using TensorFlow, PyTorch, and scikit-learn, I build scalable APIs with FastAPI and Flask, and maintain cloud-native solutions on AWS, Azure, and GCP. I am adept at MLOps practices including containerization, versioning, monitoring, and continuous training/deployment of models. I am passionate about clean, modular code and reproducible ML work that drives impactful solutions in a collaborative environment.

Santiago Montenegro

Front-End Developer, Web Developer, Programmer, +5

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I am an experienced AI/ML Engineer and Python Developer with over 8 years of expertise in building intelligent systems, deploying ML pipelines, and automating infrastructure using modern DevOps and CI/CD practices. Skilled in developing AI models using TensorFlow, PyTorch, and scikit-learn, I build scalable APIs with FastAPI and Flask, and maintain cloud-native solutions on AWS, Azure, and GCP. I am adept at MLOps practices including containerization, versioning, monitoring, and continuous training/deployment of models. I am passionate about clean, modular code and reproducible ML work that drives impactful solutions in a collaborative environment.…I am an experienced AI/ML Engineer and Python Developer with over 8 years of expertise in building intelligent systems, deploying ML pipelines, and automating infrastructure using modern DevOps and CI/CD practices. Skilled in developing AI models using TensorFlow, PyTorch, and scikit-learn, I build scalable APIs with FastAPI and Flask, and maintain cloud-native solutions on AWS, Azure, and GCP. I am adept at MLOps practices including containerization, versioning, monitoring, and continuous training/deployment of models. I am passionate about clean, modular code and reproducible ML work that drives impactful solutions in a collaborative environment.

Available to hire

I am an experienced AI/ML Engineer and Python Developer with over 8 years of expertise in building intelligent systems, deploying ML pipelines, and automating infrastructure using modern DevOps and CI/CD practices. Skilled in developing AI models using TensorFlow, PyTorch, and scikit-learn, I build scalable APIs with FastAPI and Flask, and maintain cloud-native solutions on AWS, Azure, and GCP.

I am adept at MLOps practices including containerization, versioning, monitoring, and continuous training/deployment of models. I am passionate about clean, modular code and reproducible ML work that drives impactful solutions in a collaborative environment.

Skills

Experience Level

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Intermediate

Language

English

Fluent

Work Experience

Senior AI/ML Engineer at Net Solutions

July 1, 2022 - Present

Developed production-grade ML models for NLP and fraud detection using PyTorch and TensorFlow, achieving over 95% accuracy. Built scalable APIs with FastAPI and Flask to expose model inference services with less than 100 ms latency. Containerized model servers using Docker and deployed to AWS ECS and Lambda with CI/CD via GitHub Actions. Managed infrastructure as code with Terraform, provisioning SageMaker endpoints and storage layers. Integrated monitoring dashboards with Prometheus and Grafana to track model drift and API usage.

Senior Frontend Developer at Net Solutions

July 1, 2022 - Present

Developed modern, responsive UIs using React and Tailwind CSS, improving Lighthouse performance scores by 35%. Integrated RESTful APIs with robust error handling and dynamic rendering to streamline user workflows. Built reusable component libraries and shared design systems with Storybook for consistent UI across products. Implemented client-side routing, pagination, and search to enhance usability for multi-step applications. Collaborated with backend teams to deliver seamless full-stack integration and exceptional user experiences.

Python Developer / MLOps Engineer at Netsmartz

June 30, 2022 - August 5, 2025

Automated ML training pipelines using MLflow, Airflow, and scikit-learn, reducing manual retraining time by 80%. Designed microservices in Python (FastAPI) with JWT authentication, rate limiting, and logging. Built CI/CD pipelines using Jenkins and GitLab CI, incorporating linting, unit tests, model validation, and canary deployments. Used Docker Compose to replicate training and inference environments locally for reproducibility. Deployed Jupyter notebooks and internal tooling to Azure ML and GCP Vertex AI for collaborative research and experimentation.

Frontend Developer at ReNetsmartz

June 30, 2022 - August 5, 2025

Built and maintained Angular-based SPAs consuming RESTful services for dashboards and authentication. Refactored legacy jQuery code into modular Angular 17+ components, reducing maintenance overhead by 60%. Designed pixel-perfect pages from Figma specs using SCSS and Angular Material. Developed data-driven UI elements (charts, tables, reports) integrating real-time API data via RxJS. Created responsive, mobile-first designs.

Frontend Developer at DEREVO

April 30, 2020 - August 5, 2025

Transformed static designs into functional pages using HTML5, CSS3, and Vanilla JS, focusing on responsiveness. Integrated public APIs and consumed internal REST endpoints for interactive, user-facing features. Assisted in building UI components with Vue.js, enhancing performance and modularity of legacy apps. Debugged frontend issues across multiple browsers and devices to ensure consistency in layout and interaction.

Software Engineer at DEREVO

December 31, 2019 - August 5, 2025

Developed backend services and data ingestion tools in Python integrating with PostgreSQL and MongoDB. Implemented text classification models with NLTK and early TensorFlow frameworks. Contributed to Docker adoption across team environments and implemented CI hooks via GitLab CI/CD. Collaborated with analysts and scientists to productionize research code using RESTful APIs and testing frameworks.