Zhengyi Hu
@zhengyihu
Senior AI/ML engineer specializing in production ML systems, autonomous perception, and scalable MLOps.
What I'm looking for
I am a Senior AI/ML engineer with deep experience architecting and deploying production machine learning solutions for large-scale autonomous systems and search infrastructure. I have led end-to-end MLOps, built real-time perception models, generative simulation frameworks, and scalable data pipelines using TensorFlow, PySpark, GCP, and cloud-native tooling.
I have a strong record of cross-functional leadership and technical mentorship, optimizing model performance and reliability through automated experimentation, drift detection, and robust deployment practices. I drive engineering efficiency and transparency by building tooling for annotation, monitoring, and A/B testing while promoting reproducible cloud ML deployments.
Experience
Work history, roles, and key accomplishments
Architected and deployed production ML solutions for perception, simulation, and analytics, improving model generalization and enabling real-time navigation decisions; automated MLOps and A/B testing to accelerate deployment and rollback of perception models.
Built NLP relevance ranking and annotation automation tools for Search, improving labeling throughput and deploying scalable deep learning models for document classification and ranking in production.
Education
Degrees, certifications, and relevant coursework
Georgia Institute of Technology
Master of Science, Computer Science
2013 - 2015
Completed a Master of Science in Computer Science with focus on computational science and advanced machine learning techniques.
Fudan University
Bachelor of Science, Computer Science
2009 - 2013
Earned a Bachelor of Science in Computer Science with coursework in algorithms, systems, and software engineering.
Tech stack
Software and tools used professionally
Data Studio
Google Cloud Platform
GitHub
GitLab
Bitbucket
ESLint
Prettier
Kubernetes
Jenkins
CircleCI
GitHub Actions
PySpark
Dask
MySQL
PostgreSQL
MongoDB
Gmail
Node.js
Django
Next.js
NestJS
Tailwind CSS
Material-UI
OpenCV
Redis
Terraform
Jira
Babel
styled-components
Mocha
Chai
SuperTest
Vue.js
Webpack
JavaScript
TensorFlow
PyTorch
scikit-learn
Keras
Kafka
RabbitMQ
FastAPI
TypeORM
SQLAlchemy
Sequelize
GraphQL
gRPC
Elasticsearch
AWS Lambda
pytest
sso
Airflow
MobX
SQL
XGBoost
Pinecone
OpenAI API
Availability
Location
Authorized to work in
Job categories
Skills
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