David Jacinto
@davidjacinto
Senior AI engineer delivering production-grade ML systems and generative AI platforms.
What I'm looking for
I am a Senior AI Engineer with nine years building production ML systems and generative AI platforms across fintech, healthcare, and enterprise. I take end-to-end ownership of data pipelines, model development, evaluation, APIs/SDKs, and cloud deployment, emphasizing pragmatic engineering, clean architecture, and maintainability.
My work includes shipping unified Python and TypeScript SDKs, designing microservices and CI/CD deployments on Kubernetes, and implementing RAG, agentic systems, and observability that measurably reduce incidents and developer integration time. I prioritize responsible AI, robust evaluation, and cross-team adoption to deliver reliable, scalable AI products.
Experience
Work history, roles, and key accomplishments
Built safety-first, voice-first agents using LangGraph for non-diagnostic outreach, education, and care navigation with nurse escalation and EHR connectivity.
As a senior engineer and tech lead, I owned architecture and delivery for agent reliability, safety evaluation, and production readiness.
Senior Machine Learning Engineer
Mostly AI
Jun 2021 - Dec 2022 (1 year 6 months)
• Built synthetic data generation and validation pipelines with PyTorch and FastAPI, enabling enterprises to share data while lowering privacy risk.
• Improved synthetic tabular data quality for multi-table schemas and constraints. Delivered 8~15% uplift in downstream model utility (AUC/MAE depending on task) vs baseline anonymization on internal benchmarks.
Machine Learning Engineer
Credit Suisse
Aug 2016 - Apr 2021 (4 years 8 months)
• Built operational ML systems for compliance, KYC, and risk workflows using feature stores, MLflow, and ETL pipelines, delivering auditability and reliability that met internal governance standards
• Deployed NLP pipelines (classification, entity extraction, semantic retrieval) to reduce manual review workload 20~30% in pilot compliance/risk operations.
Education
Degrees, certifications, and relevant coursework
Texas A&M University
Bachelor's Degree, Machine Learning
2012 - 2016
Completed a Bachelor's degree focused on machine learning, covering core ML algorithms, model evaluation, and applied data pipelines.
Tech stack
Software and tools used professionally
Google Tag Manager
AWS Glue
Kubernetes
Cloudflare
Node.js
.NET
Google Analytics
Databricks
Redis
React
JavaScript
Python
HTML5
Java
CSS 3
TensorFlow
PyTorch
MLflow
scikit-learn
Kubeflow
Streamlit
Gradio
Kafka
FastAPI
SQLAlchemy
GraphQL
TypeScript
Docker
Airflow
dockerized
GuardRails
SQL
XGBoost
LightGBM
LangChain
LlamaIndex
AutoGen
Pydantic
CrewAI
Delta Lake
Mostly AI
Evidence
Haystack
Agentic
Availability
Location
Authorized to work in
Job categories
Skills
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