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@michaelliu1118
Full-Stack & AI/ML Engineer building scalable cloud-native systems and production LLM solutions.
I am a Full-Stack and AI/ML engineer with 10+ years building scalable, cloud-native software and production generative AI systems. I design and implement end-to-end ML pipelines, microservices, and CI/CD workflows using Python, Kubernetes, Terraform, and cloud services, and I specialize in RAG architectures, LangChain, Hugging Face, and GPT-class LLM integrations.
I have led cross-functional teams to deliver real-time data systems, multi-tenant ingestion platforms, and ML-driven products in finance, aerospace, and healthcare. My work emphasizes robust DevOps, automated testing, and developer experience while driving measurable outcomes such as automated insight generation, high-performance retrieval systems, and production-ready ML deployments.
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Work history, roles, and key accomplishments
Designed and implemented a multi-tenant Dreaming Worker pipeline to ingest multi-format content and generate structured insights using GPT-4-class LLMs, improving automated content analysis and reporting across tenants.
Led cross-functional teams to deliver ML, GenAI, and NLP solutions for financial analytics, built production AI features (chat assistants, backtesting, crypto arbitrage) and deployed cloud architectures on GCP and AWS.
Developed anomaly detection and fault-classification ML solutions for helicopter health analytics using deep learning, signal processing, and containerized deployments, delivering automated pipelines and hyperparameter testing frameworks.
Cazoodle
Jan 2014 - May 2014 (4 months)
Built responsive frontends using AngularJS, React, HTML5, CSS3, and JavaScript/TypeScript to deliver high-quality user experiences.
Developed backend services and RESTful APIs using Python and Node.js, integrating with SQL Serverand Azure-based services.
Wrote scripts in Python and Bash to automate data collection, parsing, and storage.
Supported integration of backend data pipelines with MySQL and NoSQL databases for large-scale data indexing.
Wrote and optimized scripts in Python to automate data extraction, transformation, and loading (ETL).
Degrees, certifications, and relevant coursework
Bachelor's Degree, Computer Science
2008 - 2012
Grade: 3.8
Activities and societies: N/A
Completed a Master of Science in Bioengineering with coursework and projects involving machine learning applied to biomedical data and signal processing.
Software and tools used professionally
GitHub
Kubernetes
GitHub Actions
NumPy
Pandas
PostgreSQL
Hadoop
Gmail
Node.js
Django
Google Analytics
Terraform
Jira
React
JavaScript
Python
HTML5
Java
CSS 3
MATLAB
TensorFlow
PyTorch
scikit-learn
Keras
Kubeflow
FastAPI
Windows
NATS
Elasticsearch
OpenSearch
TypeScript
pytest
Docker
SQL
Hugging Face
Lookback
LangChain
Ollama
Pydantic
Trivy
TiDB
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