MLOps Specialist
Prema Roman
Distributed Systems Engineer
Bio
Prema Roman is a distributed systems engineer at Rotational Labs. She is an experienced software, data, and machine learning engineer with a proven track record of building high quality software applications and data products. Her passion for continuous learning has taken her a long way from her start as a data analyst, as she takes on new challenges at Rotational Labs building globally distributed systems and machine learning data products.
Blog Posts Written by Prema
How to Plan and Scope LLM Projects
Move over ChatGPT, here come the Large Language Models (LLMs). More and more companies are incorporating LLMs into their operations. Are you ready? Here’s the guide to how Rotational plans and scopes our LLM projects.
Feb 1, 2024
Monitoring Real-Time Machine Learning Applications With Prefect
The last few years have marked a shift in industry away from research-oriented machine learning. These days, shipping models early and often is critical, and open source tools like Prefect can speed up the process of operationalizing ML.
Jan 26, 2024
Building Real-Time Apps in Python with Ensign and Streamlit
Python may be the 2nd best language for everything, but it’s a favorite of data scientists worldwide, and delivers a world of functionality. Did you know you can even build customer-facing AI/ML apps with Python now? Learn how…
Nov 20, 2023
Intro to Polars: A Pandas Alternative for Efficiently Working with Large Datasets
Dataframes are a powerful data structure for data processing, analytics, and ML. For many years, Pandas has been my go-to. But it can really slow you down when you’re working with big or high-dimensional data. Enter Polars!
Aug 22, 2023
Using River and Vowpal Wabbit to Build Real-Time Machine Learning Models
Real-time ML models continually learn on new data as soon as it arrives, so they’re less susceptible to concept drift and data drift. Read on to learn how to use River and Vowpal Wabbit to build real-time models in Python.
Aug 11, 2023
Double-Checked Locking
Double-checked locking is a common mechanism to avoid race conditions when using read and write locks. Unfortunately, as with nearly all things related to concurrency, it is easy to get wrong or forget.
Mar 17, 2023
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