🚀 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 journey encompasses developing solutions in computer vision, traditional ml and deep learning & llm based applications.
🔬 Areas of Expertise
- Machine Learning & Deep Learning: ANN, CNN, RNN, LSTM, Transformers, applied as part of M.S. in Artificial Intelligence program
- LLMs & GenAI: LangChain, HuggingFace, Cohere, Prompt Engineering, Vector DBs (Pinecone, Weaviate)
- Model Optimization: Quantization, LoRA, Pruning, Prefix Caching
- Cloud Platforms & Infrastructure: AWS (ECS, Lambda, SageMaker, Bedrock), GCP, Docker, Terraform
- Data Engineering & Analytics: Kafka pipelines, Oracle, Redis, Influx, ElasticSearch, Apache Spark
- Software Engineering: Java (20 yrs), Python, Kotlin, Ruby on Rails, FastAPI, REST/gRPC APIs, Spring Boot
- DevOps & Systems: CI/CD automation (Jenkins, Bamboo, Buildforge), Git, Linux, microservices architecture, distributed systems
- SaaS & Product Engineering: 10+ years building SaaS platforms (GoToMeeting, GoToWebinar, GoToMyPC, fintech startup) with focus on backend scalability and real-time systems
- LinkedIn: linkedin.com/in/patricksouthcott
- Email: [email protected]
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