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RishiRavula/README.md

Hi ๐Ÿ‘‹, I'm Rishi Ravula

AI/LLM/MLOps Engineer | Software Engineer | Cloud Architect

Passionate about leveraging artificial intelligence to build scalable, innovative solutions that make a real-world impact. (And I've done so already ๐Ÿ˜‰)


๐Ÿค– What I'm Currently Working On

  • Leading a team at Capital One to implement an AI Powered Slack solution for a fraction of the cost!
  • Mentoring engineers to develop and implement Enterprise-Friendly AI/ML Guardrails to mitigate bias & hallucination.
  • Preparing for the AWS Machine Learning Engineer Associate exam (wish me luck!).
  • Designing an enterprise-scale LLM courseโ€”from ingestion to deployment. Interested? Letโ€™s chat!

๐Ÿ› ๏ธ About Me

  • ๐Ÿซ Education: Graduated from Duke University with a degree in Electrical & Computer Engineering and Computer Science.

  • ๐ŸŒฑ Currently Exploring: Deep diving into Large Language Models (LLMs), Retrieval-Augmented Generation (RAG), and AI safety protocols.

  • ๐Ÿ’ผ Professional Experience:

    • Capital One:
      • Collaborated with over 50 cross-functional stakeholders, solo-driving a $300M+ proposal with buy-in from executive leadership.
      • Optimized real-time ML fraud detection systems, reducing latency by 70% using ElastiCache/Redis.
      • Spearheaded the integration of vector databases for low-latency access in distributed systems.
      • Managed LLM projects with guardrailed LLaMa 3.1, achieving 90% accuracy and reducing bias by 37%.
      • Led a team to victory in the Capital One Enterprise-Wide Hackathon, developing a RAG-powered Slack/VSCode agent that boosted developer productivity by 80% and impacted 30,000+ employees.
    • Natter:
      • Architected high-resilience, event-driven distributed systems for 10,000+ concurrent users.
      • Developed fine-tuned, open-source LLMs utilizing zero-shot learning and novel embedding techniques.
      • Increased user engagement by 40% through AI-driven user matching and predictive analytics.
    • Tuned Systems Inc.:
      • Created a high-frequency trading alert system with low-latency routing, achieving an 85% success rate in client-facing trades.
      • Implemented optimization algorithms and trade execution logic using TypeScript, GraphQL, and SQL.
  • ๐Ÿ”ญ Current Projects:

    • AI Celebrity Replica:
      • Fine-tuned Phi-3 and Mistral 8B models for celebrity emulation.
      • Improved response accuracy by 40% using LangFuse, PostgreSQL, and Tavily.
      • Orchestrated AWS services for 99.9% uptime, enabling retrieval-augmented generation.
    • Exploring AI Ethics and Safety:
      • Focused on implementing ethical considerations and safety measures in deploying large-scale AI systems.
  • ๐Ÿ† Achievements:

    • AWS Certified Solutions Architect Associate
    • HackDuke 2021 Health Sector Winner
    • Capital One Innovation Day Winner
    • AWS InCommunities Scholar
  • ๐Ÿ’ฌ Ask Me About: LLMs, Distributed Systems, Cloud Architecture, AI Ethics, and Machine Learning Engineering.

  • ๐Ÿ“ซ How to Reach Me: [email protected]

  • โšก Fun Fact: I play seven different instruments!


๐ŸŒ Connect with Me

LinkedIn


๐Ÿ’ป Languages and Tools

Python Java Kotlin Swift JavaScript TypeScript Kubernetes PyTorch TensorFlow AWS Docker Kubernetes PostgreSQL MongoDB GraphQL React NumPy Mistral


Feel free to reach out if you're interested in collaborating on AI projects or just want to chat about the latest advancements in technology!


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