Implementing clear user feedback systems (e.g., thumbs up/down) is essential for gathering data on your system's performance and identifying areas for improvement.
Add user feedback mechanisms to your application
Make sure the copy for these mechanisms clearly describes what you're measuring
Ask specific questions like "Did we answer the question corr
Lux is a Python library that facilitate fast and easy data exploration by automating the visualization and data analysis process. By simply printing out a dataframe in a Jupyter notebook, Lux recommends a set of visualizations highlighting interesting trends and patterns in the dataset. Visualizations a... See more
W&B Prompts – LLM Monitoring provides large language model usage monitoring and diagnostics. Start simply, then customize and evolve your monitoring analytics over time.
This is a robust, locally hosted web-based PDF manipulation tool using Docker. It enables you to carry out various operations on PDF files, including splitting, merging, converting, reorganizing, adding images, rotating, compressing, and more. This locally hosted web application has evolved to encompass a comprehensive set of features, addressing a... See more
Advances in data processing techniques. You can increase context length in two ways. First, you can train the model with longer context lengths. That’s difficult because it’s much more computationally expensive, and it’s hard to find datasets with long context lengths (most documents in CommonCrawl have fewer than 2,000 tokens).
Over time, ML pipelines may turn into “jungles” of rules and models . Sculley et al . [87] introduce the phrase “pipeline jungles” (i.e., different versions of data transformations and models glued together), which was later adopted by participants in our study. While prior work demonstrates their existence and maintenance challenges, we provide in... See more
business is open. [It might say] “9 am,” but the model doesn’t know that. So if we detect
time, then we filter that [reply]. We have a lot of filters.
Build & Deployments
Our build process starts by pushing changes to a repository on GitHub. When code is pushed to a repository through a pull request, it triggers a job to build the changes made to the branch and deploy them in isolation. This worklow happens interactively within the pull request, where the author has visibility of all steps.
Cortisol is derived from colestoral and is a steroid hormone like the sex hormones, but is their competitive partner. Sex hormones and cortisol compete for colestoral depending on your state. CRH is made in the Brain and causes the pituitary to release ACTH, which triggers the a drenals to release cortisol. Cortisol motivates movement and satiety.
Sounds fancy. Why do we care? GAR involves taking the source documents and having an LLM enrich them, prior to indexing. For example, the LLM might... * Generate titles for documents that are missing them * Standardize author names/formats* Extract dates, URLs, citations and other elements that might be valuable to search as separate fields* Create... See more