PinnedPublished inTowards Data ScienceEnd-to-End NLP Project with Hugging Face, FastAPI, and DockerThis tutorial explains how to build a containerized sentiment analysis API using Hugging Face, FastAPI and DockerMar 76Mar 76
PinnedPublished inTowards Data ScienceSet up a local LLM on CPU with chat UI in 15 minutesThis blog post shows how to easily run an LLM locally and how to set up a ChatGPT-like GUI in 4 easy steps.Feb 68Feb 68
PinnedPublished inTowards Data ScienceChatGPT’s energy use per queryHow much electricity does ChatGPT use to answer one question?Aug 6, 20233Aug 6, 20233
PinnedPublished inTowards Data ScienceHow to estimate and reduce the carbon footprint of machine learning modelsTwo ways to easily estimate the carbon footprint of machine learning models and 17 ideas for how you might reduce itDec 1, 20221Dec 1, 20221
PinnedPublished inTowards Data ScienceHow to make a PyTorch Transformer for time series forecastingThis post will show you how to transform a time series Transformer architecture diagram into PyTorch code step by step.May 12, 202222May 12, 202222
Published inTowards Data ScienceCarbon footprint of LLM fine tuning — a case studyI got surprising results when I measured the carbon emissions from instruction fine tuning an LLM.Feb 224Feb 224
The Carbon Emissions of Writing and Illustrating Are Lower for AI than for Humans – reviewThis is a discussion of the results of the paper “The carbon emissions of writing and illustrating are lower for AI than for humans”Nov 4, 20231Nov 4, 20231
Published inTowards Data ScienceIs Generative AI Worth Its Environmental Footprint?Generative AI might have a noticeable environmental footprint, and this story discusses what we may stand to gain in return.Oct 31, 2023Oct 31, 2023
Published inTowards Data ScienceThe carbon footprint of GPT-4Recently leaked data allows us for the first time to estimate the carbon emissions from training OpenAI’s GPT-4.Jul 18, 20233Jul 18, 20233
Published inTowards Data ScienceEnvironmental Impact of Ubiquitous Generative AIWhat could happen to our environment if billions of people began to use generative AI technology on a daily basis?Jul 12, 20232Jul 12, 20232