Explore >> Select a destination
|
You are here 
|
cpbotha.net | ||
| | | | |
ssc.io
|
|
| | | | | Data integration and cleaning have long been a key focus of the data management community. Recent research indicates the potential of large language models (LLMs) for such tasks. However, scaling and automating data wrangling with LLMs for real-world use cases poses additional challenges. Manual prompt engineering for example, is expensive and hard to operationalise, while full fine-tuning of LLMs incurs high compute and storage costs. Following up on previous work, we evaluate parameter-efficient fine-tuning (PEFT) methods for efficiently automating data wrangling with LLMs. We conduct a study of four popular PEFT methods on differently sized LLMs for ten benchmark tasks, where we find that PEFT methods achieve performance on-par with full fine-tuning, and that we can leverage small LLMs with negligible performance loss. However, even though such PEFT methods are parameter-efficient, they still incur high compute costs at training time and require labeled training data. We explore a zero-shot setting to further reduce deployment costs, and propose our vision for ZeroMatch, a novel approach to zero-shot entity matching. It is based on maintaining a large number of pretrained LLM variants from different domains and intelligently selecting an appropriate variant at inference time. | |
| | | | |
quakkels.com
|
|
| | | | | Raspberry Pis are great little computers. Wonderful for running hobby services. But, whenever I start a new RPi project, I dislike needing to dig out my spare HDMI monitor and USB keyboard. I don't like having to take up room, connect all that hardware, just to enable SSH and Wifi so I don't need any of that equipment I just finished setting up. | |
| | | | |
blog.nuculabs.de
|
|
| | | | | Hi ??, In this blog post I will show you how to connect an Ethernet only device to Wi-Fi using an extra router and the WDS functionality. I initially wanted to install the TP Link Archer T4U WiFi adapter driver on my Ubuntu 20.04 PC but unfortunately the driver is no longer supported. Since I really needed high internet speed for my PC, I decided to connect it via an Ethernet cable and buy another TP-Link router to use in WDS mode. | |
| | | | |
apple.4800bps.com
|
|
| | | Apple's answer to ChatGPT AI is out this week - YouTube - Apple News | ||
