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* [Overview](#overview)
* [Portfolio](#portfolio)

## About Me

I am a Senior Machine Learning Engineer with 12+ years of experience building production-grade AI systems, scalable data pipelines, and cloud-native infrastructure.

I specialize in Large Language Models, RAG architectures, and Generative AI frameworks, and I have a strong foundation in MLOps and DevOps practices.

I have designed end-to-end machine learning solutions that span data ingestion, feature engineering, model training, deployment, and production monitoring.

I work extensively with Python, FastAPI, TensorFlow, PyTorch, Hugging Face Transformers, LangChain, Docker, Kubernetes, Terraform, and AWS.

I have experience in fully remote, distributed team environments and I focus on shipping reliable, high-performance systems at scale.

I am interested in roles where I can continue building modern AI platforms, improving developer productivity, and delivering measurable business impact through machine learning.

## Skills

### [Python](https://jobicy.com/talent/python.md)[AWS](https://jobicy.com/talent/aws.md)[Kubernetes](https://jobicy.com/talent/kubernetes.md)[Docker](https://jobicy.com/talent/docker.md)[CI CD](https://jobicy.com/talent/ci-cd.md)[Terraform](https://jobicy.com/talent/terraform.md)[PostgreSQL](https://jobicy.com/talent/postgresql.md)[MySQL](https://jobicy.com/talent/mysql.md)[Jenkins](https://jobicy.com/talent/jenkins.md)[Grafana](https://jobicy.com/talent/grafana.md)[Infrastructure as Code](https://jobicy.com/talent/infrastructure-as-code.md)[BASH](https://jobicy.com/talent/bash.md)[Prometheus](https://jobicy.com/talent/prometheus.md)[PyTorch](https://jobicy.com/talent/pytorch.md)[GitHub Actions](https://jobicy.com/talent/github-actions.md)[TensorFlow](https://jobicy.com/talent/tensorflow.md)[EMR](https://jobicy.com/talent/emr.md)[Django](https://jobicy.com/talent/django.md)[Pandas](https://jobicy.com/talent/pandas.md)[S3](https://jobicy.com/talent/s3.md)[scikit learn](https://jobicy.com/talent/scikit-learn.md)[Lambda](https://jobicy.com/talent/lambda.md)[Redshift](https://jobicy.com/talent/redshift.md)[Helm](https://jobicy.com/talent/helm.md)[fastAPI](https://jobicy.com/talent/fastapi.md)[Flask](https://jobicy.com/talent/flask.md)[NumPy](https://jobicy.com/talent/numpy.md)[RDS](https://jobicy.com/talent/rds.md)[Pyspark](https://jobicy.com/talent/pyspark.md)[MLFlow](https://jobicy.com/talent/mlflow.md)[EKS](https://jobicy.com/talent/eks.md)[ECS](https://jobicy.com/talent/ecs.md)[Prompt Engineering](https://jobicy.com/talent/prompt-engineering.md)[ArgoCD](https://jobicy.com/talent/argocd.md)[GitOps](https://jobicy.com/talent/gitops.md)[OpenSearch](https://jobicy.com/talent/opensearch.md)[Cloudwatch](https://jobicy.com/talent/cloudwatch.md)[Kinesis](https://jobicy.com/talent/kinesis.md)[Istio](https://jobicy.com/talent/istio.md)[Athena](https://jobicy.com/talent/athena.md)[Glue](https://jobicy.com/talent/glue.md)[Sagemaker](https://jobicy.com/talent/sagemaker.md)[RBAC](https://jobicy.com/talent/rbac.md)[XGBoost](https://jobicy.com/talent/xgboost.md)[SQLAlchemy](https://jobicy.com/talent/sqlalchemy.md)[Fargate](https://jobicy.com/talent/fargate.md)[Step Functions](https://jobicy.com/talent/step-functions.md)[Bedrock](https://jobicy.com/talent/bedrock.md)[Semantic Search](https://jobicy.com/talent/semantic-search.md)[NLTK](https://jobicy.com/talent/nltk.md)[Fabric](https://jobicy.com/talent/fabric.md)[Pydantic](https://jobicy.com/talent/pydantic.md)[ECR](https://jobicy.com/talent/ecr.md)[SpaCy](https://jobicy.com/talent/spacy.md)[Jinja](https://jobicy.com/talent/jinja.md)[BentoML](https://jobicy.com/talent/bentoml.md)[Pgvector](https://jobicy.com/talent/pgvector.md)[Isolation Forest](https://jobicy.com/talent/isolation-forest.md)[RAG](https://jobicy.com/talent/rag.md)[ARIMA](https://jobicy.com/talent/arima.md)[Embedding Generation](https://jobicy.com/talent/embedding-generation.md)

## Experience

Senior Machine Learning Engineer @ Perficient  Jun 2021 - Jun 2026 Worked on LLM infrastructure, automated document processing, and genomics/clinical ML platforms. Built reproducible LLM serving environments, optimized llama.cpp builds, deployed quantized models, implemented Terraform and GitHub Actions workflows, and created GitOps-based Kubernetes deployments with observability and RBAC. Also architected serverless RAG pipelines on AWS and production ML systems for large-scale clinical data.

Machine Learning Engineer @ Hexagon  Sep 2016 - May 2021 Developed ML platforms for telehealth and investment use cases. Built patient-provider matching algorithms, NLP triage pipelines, forecasting models, ETL workflows, fraud detection systems, and containerized microservices on Kubernetes and EKS with CI/CD automation and monitoring.

Python Developer @ Brookfield Asset Management  Jul 2014 - Aug 2016 Built backend modules and RESTful APIs in Python using Django and Flask. Developed ETL workflows, optimized SQL queries, and deployed applications on AWS with repeatable environment setup.

## Education

ITT Technical Institute, CA  2010 - 2014  BS, Computer Science

Bachelor of Science in Computer Science.

Portfolio not available.

Services not available.