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jplaulau14/README.md

Hi there, I'm Pats! 👋

I'm an AI/ML Engineer specializing in the next generation of intelligent systems. My passion is building and deploying robust, scalable applications powered by Large Language Models and Agentic AI.

When I'm not training models or debugging pipelines, you'll find me jamming to Red Hot Chili Peppers 🌶️ or hanging out with my corgi 🐕

GitHub LinkedIn Medium Resume


🚀 Core Competencies

  • LLM & Agentic Systems: Engineering production-grade RAG pipelines, autonomous agents, and complex agentic workflows using LangChain, LlamaIndex, and PydanticAI—backed by vector stores like Qdrant, Pinecone, Weaviate, and pgvector.
  • Model Serving at Scale: Deploying models to production via Kubernetes, KServe, gRPC, and serverless (AWS Lambda), with caching (Redis) and load balancing (NGINX) for low-latency inference.
  • End-to-End MLOps: Building reproducible ML pipelines with MLflow, Weights & Biases, DVC, Airflow, Dagster, and Kubeflow—including model monitoring (Evidently, WhyLabs) and observability (Prometheus, Grafana, OpenTelemetry).
  • Data & Streaming Infrastructure: Architecting real-time and batch data systems with Kafka, Spark, and DuckDB, plus cloud-native storage on AWS (S3, SageMaker, Bedrock) and GCP.
  • Full-Stack AI Applications: Shipping end-to-end products with FastAPI backends, React/Next.js frontends, and PostgreSQL/Supabase for persistence.

💻 My Tech Stack

⚙️ Core Languages
Python Rust Go C C++
🧠 Machine Learning
PyTorch TensorFlow scikit-learn Hugging Face
🤖 LLM Development & RAG
LangChain PydanticAI LlamaIndex Pinecone Qdrant Weaviate Elasticsearch OpenSearch Faiss pgvector
🚀 Inference & Deployment
Docker Ollama AWS Lambda Kubernetes gRPC Redis NGINX KServe
☁️ Cloud & MLOps
Cloud Platforms:
AWS GCP SageMaker Amazon Bedrock

Experiment Tracking & Pipelines:
MLflow Weights & Biases DVC Apache Airflow Dagster Kubeflow

Monitoring & Observability:
Evidently AI WhyLabs Great Expectations Prometheus Grafana OpenTelemetry
🗃️ Databases & Storage
PostgreSQL Supabase S3
📈 Data & Streaming
Apache Kafka Apache Spark DuckDB
🌐 Full-Stack
FastAPI TypeScript React Next.js

📊 My GitHub Stats


📫 Let's Connect!

Have an interesting ML problem? Let's talk! Reach out via LinkedIn—I'm always open to discussing new projects, collaborations, or just chatting about the future of AI.

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