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abi

Hi, my name is Abi. I am a computer scientist and machine learning engineer working extensively in A.I. to make the software systems smarter.

Over the past seven years, my focus has been building production-level machine learning systems for various applications including recommender systems, automated data labelling pipelines for both audio and video, audio-speech synthesis, forecasting and time-series analysis etc.

In the past, I attended Insight as a Data Science Fellow and was a Visiting Research Scholar at UCLA under Dr. Judea Pearl where I worked in AutoML, MultiAgent Systems and Emotion Recognition.

✍️ I am also currently authoring LLMOps: Managing Large Language Models in Production book for O'Reilley Publications and worked on an MLOps: Deploying ML models in production course for data scientists to learn fundamentals of machine learning software systems and how to deploy machine learning models in production.

Collaboration

  • If you want to work with me on a machine learning project,

Book MLOps/LLMOps Consultation

  • If you want me to participate/speak at your event, you can reach out to me via email

Publications

🎊 Large Language Models - Sector Deep Dive with Laconia Capital, August 2023 (Updating - Coming Soon!)

The Costly Dilemma: Are Large Language Models the Pay-Day Loans of Machine Learning, June 2023

Arena: A General Evaluation Platform and Building Toolkit for Multi-Agent Intelligence, Accepted for poster presentation at AAAI 2020

Problems & Challenges in AutoML, 2019

Top Tweets & Threads

I use Threads App for sharing ML stuff lately @goabiaryan

Volunteering

  • October 2023 Invited Reviewer for NeurIPS Workshop: I (Still) Can't Believe It's Not Better

  • March 2023 Invited Reviewer | Fifth Symposium on Advances in Approximate Bayesian Inference (AABI 2023)

  • September 2022 Proposal Reviewer, PyData NYC

  • September 2021 Invited Reviewer for NeurIPS Workshop: I (Still) Can't Believe It's Not Better

  • August 2021 Research Mentorship | Association for Computational Linguistics

  • November 2018 Area Chair - AutoML | NeurIPS 2018

  • May 2018 - Sep 2018 Organising Committee Co-Chair, Pydata Los Angeles

  • Mar 2016 -Aug 2021 Director, Women Who Code Los Angeles

Upcoming Projects

  • 👩‍💻 Developing Autonomous Goal-Based Agents for Multi-Modal Data
  • 📝 Article, Fine-Tuning for LLMs (currently in review)

Social Calendar

Past

Past

2023

2022

2021

  • March: Delivered a workshop on Full Stack Deep Learning at Women Who Code Los Angeles
  • Hundred other Women Who Code London, LA, SF, NYC events through 2016 - 2021 that I don't remember at the moment, ha!

2020

  • August: Presented a technical workshop on Natural Language Processing (NLP) Hands On! at MLNerdie Los Angeles

2018

Upcoming

September 2023

Newsletter

Interested in hearing about Data Infrastructure, ML Systems, and new startups/research papers/tools in the MLOps space?

I send out a newsletter called ModelCraft. Feel free to sub.