Building an AI Text Detector - Lessons Learned
The LLMs boom has made differentiating text written by a person vs. generated by AI a highly desired technology. In this post, I’ll attempt to build an AI text detector from scratch!
May 15, 2024To LLM or Not to LLM: Tips for Responsible Innovation
We’re seeing a proliferation of Large Language Models (LLMs) as companies seek to replicate OpenAI’s success. In this post, two AI engineers respond to LLM FAQs and offer tips for responsible innovation.
May 8, 2024How 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, 2024Monitoring 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, 2024Reinforcement Learning, Automation... and Tetris
Every time I’m writing complex rules in my code, I remember there’s a machine learning technique for this: Reinforcement Learning. RL models are able to learn the optimal rules given predefined rewards. Read on to learn how!
Nov 2, 2023What is Incremental Machine Learning?
Most of us got into data science because it’s exciting (if chaotic) and there’s a constant stream of new ideas, which is thrilling (if intimidating). But if learning is all about keeping up, why can’t our models do it?
Aug 21, 2023Using 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, 2023Streaming NLP Analytics Made Easy With HuggingFace LLMs and Ensign
Thinking about using a large language model (LLM) at your organization? Check out this tutorial to see how to bootstrap an MVP using an open source pre-trained model from HuggingFace and a free Ensign account.
Aug 1, 2023Building My First Event-Driven NLP Application
A few weeks ago, I’d never used an event stream before. Read on to hear how I built my first event-driven data science app — the biggest challenges, my lessons learned, and a couple of key takeaways!
Jul 13, 2023