🚀 Machine Learning | Deep Learning | Gen AI
Welcome to my GitHub! I'm passionate about crafting intelligent systems that bridge the gap between theoretical concepts and real-world applications. My work spans computer vision, traditional ML, deep learning, and LLM-based applications.
AI & Agent Systems: LLMs, AI agents, tool calling, RAG, LangChain, Hugging Face, Cohere, prompt engineering, vector databases (Pinecone, Weaviate)
Machine Learning & Statistics: Transformers, CNNs, RNNs, LSTMs, Bayesian analysis, Gaussian processes, kernel methods
Cloud & AI Infrastructure: AWS (ECS, Lambda, SageMaker, Bedrock), Docker, Terraform, LoRA, quantization, pruning
Data Engineering: Kafka, PostgreSQL, Oracle, Redis, Elasticsearch, Apache Spark
Software Engineering: Java (20 years), Python, TypeScript, Spring Boot, FastAPI, REST/gRPC APIs, microservices, distributed systems
Full Stack Development: TypeScript, NestJS, Next.js, React, PostgreSQL
DevOps & Reliability: CI/CD, GitHub Actions, Jenkins, Linux, observability, production operations
Industry Experience: SaaS, fintech, startup environments, scalable production systems, team leadership
- LinkedIn: linkedin.com/in/patricksouthcott
- Email: patrickjsouthcott@gmail.com
Feel free to explore my repositories and reach out for collaborations or discussions on exciting projects!
"In theory there is no difference between theory and practice. In practice there is." — Jan L.A. van de Snepscheut