What 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?
Aatmaj Janardanan
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.
Prema Roman
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.
Rotational Labs
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!
Aatmaj Janardanan
Jul 13, 2023MLOps 101: A Fresh Approach to Managing Models with Event Streams
If you can’t deploy your models, you might feel frustrated, but you aren’t alone — only 1 in 10 data science projects ever gets deployed. The fix? We need to shift our mental model towards “thinking in events.”
Rotational Labs
Jul 11, 2023Unlocking Real-Time Insights for Data-Driven Success
Profitable businesses rely on their own data to grow, make smart choices, and delight their customers. Easier said than done! While a batched approach can provided limited success, real-time data analytics often give better ROI.
Faraz Rahman
May 26, 2023Rereading ChatGPT: Finding Hope in Literary History
The release of artificially intelligent tools for public use has spurred a heated debate in the past few years. While AI art was a lark for some and an opportunity to experience gender euphoria for others, to artists it represented stolen …
Jennifer Lieberman
Apr 18, 2023Five Technologies Quietly Transforming the Web
With almost 30 billion connected devices, this isn’t Al Gore’s internet anymore. Consider this: According to Cisco’s Annual Internet Report, there will be 29.3 billion internet-connected devices in 2023, or more than three for every human. …
Edwin Schmierer
Jun 27, 2022Predicting Star Ratings: Sentiment Analysis Built on MongoDB
If you want to build a robust machine learning model, the most important ingredient is data – but keep in mind that tuning your model will rely on devising a systematic way to store and query that data! In this post, we explore a …
Nabiha Naqvie
Nov 14, 2021