Skip to main content

Climate Q&A by Ekimetrics, AI with a purpose

 


Hugging Face, Ekimetrics  and Gradio an example of connected narrow AI at it's most useful

Ekimetrics describes itself as "a pioneering leader in data science and AI-powered solutions for sustainable business performance." I've just discovered their Climate Q&A on Hugging Face. Put simply it's the best tool I've come across, by far, for interrogating the IPCC reports. 

Hugging Face

In case you haven't come across Hugging Face it's a company that develops tools to help people build machine learning applications. Its most notable product is the Transformers library, which is a collection of pre-trained machine learning models for natural language processing tasks. Hugging Face also operates a platform that allows users to share machine learning models and datasets.

Hugging Face's products and services:

  • Transformers library: The Transformers library is a collection of pre-trained machine learning models for natural language processing tasks. These models can be used to perform a variety of tasks, such as text classification, text generation, and question answering.
  • Hugging Face Hub: The Hugging Face Hub is a platform that allows users to share machine learning models and datasets. The Hub is a valuable resource for researchers and developers who are working on machine learning projects.
  • Hugging Face is a leading provider of tools for building machine learning applications. Its products and services are used by researchers, developers, and businesses around the world.

Climate Q&A 🌍

Ask climate-related questions to the IPCC reports at https://huggingface.co/spaces/Ekimetrics/climate-question-answering

Ekimetrics 

'We help companies get more from their data and implement pre-packaged AI solutions, so they can combine high impact with long-term business purpose.

Information regarding climate change can be complex to interpret. In order to bridge the gap to make science more accessible, Climate Q&A allows you to ask questions about the @IPCC_CH  reports and easily understand the answers.' 

The Query

You can see the query I tested Climate Q&A with in the screenshot below. What was impressive was the detailed referencing provided, as can be seen



The answer given by Climate Q&A was: 

Based on the available documents, there is no specific information on how the 2023 El Niño is expected to affect European temperatures. However, the following information can be inferred:

- Extreme El Niño events are projected to occur about twice as often in the 21st century compared to the 20th century, and they are likely to intensify existing hazards, with drier or wetter responses in several regions across the globe [docs 2, 3].

- With increasing warming, the frequency, intensity, and duration of heat-related events, including heatwaves, are projected to continue to increase through the 21st century, particularly in the Mediterranean region and southern Africa [doc 1].

- Mean and maximum temperatures, frequencies of warm days and nights, and heatwaves have increased since 1950, while the corresponding cold indices have decreased with average warming projected to be larger than the global mean in all of Europe, with the largest winter warming in NEU and EEU and the largest summer warming in MED [doc 4].

- Extreme precipitation is projected to increase in both boreal winter and summer over Europe, with regional differences, and the most intense precipitation events observed today in Europe are projected to almost double in occurrence for each 1degC of further global warming [docs 5, 9].

- Warming in Europe will continue to rise faster than the global mean, widening risk disparities across Europe in the 21st century, with largely negative impacts projected for southern regions and some short-term benefits anticipated in the north [docs 7].

- There is high confidence that most coastal/ocean-related climatic impact-drivers in Europe will increase over the 21st century for all scenarios and time horizons, with relative sea level rise extremely likely to continue around Europe, contributing to increased coastal flooding in low-lying areas and shoreline retreat along most sandy coasts [doc 8].

- Projections for the 21st century show increases in storms across all of Europe for >2degC GWL with a decrease in their frequency in the MED [doc 10].

In summary, while there is no specific information on the impact of the 2023 El Niño on European temperatures, it is likely that Europe will continue to experience warming temperatures, with an increase in extreme weather events such as heatwaves and extreme precipitation. The Mediterranean region is expected to be particularly affected, with negative impacts projected for southern regions. 

This isn't all, plenty of further, useful in formation is available, including a full list of references.


Climate Q&A was built by built using the Gradio app 'the fastest way to demo your machine learning model with a friendly web interface so that anyone can use it, anywhere!'

All round it's very impressive. To add the cherry on top of the cake, Climate Q&A reported that: "one question asked to ClimateQ&A is around 0.482gCO2e - equivalent to 2.2m by car (https://datagir.ademe.fr/apps/impact-co2/) Or around 2 to 4 times more than a typical Google search."

Which begs a question, a big one: how large will the CO2e increase with due to the popularity of AI tools, in the next year? 



Labels:

Comments

Post a Comment

Popular posts from this blog

OpenAI's NSA Appointment Raises Alarming Surveillance Concerns

  The recent appointment of General Paul Nakasone, former head of the National Security Agency (NSA), to OpenAI's board of directors has sparked widespread outrage and concern among privacy advocates and tech enthusiasts alike. Nakasone, who led the NSA from 2018 to 2023, will join OpenAI's Safety and Security Committee, tasked with enhancing AI's role in cybersecurity. However, this move has raised significant red flags, particularly given the NSA's history of mass surveillance and data collection without warrants. Critics, including Edward Snowden, have voiced their concerns that OpenAI's AI capabilities could be leveraged to strengthen the NSA's snooping network, further eroding individual privacy. Snowden has gone so far as to label the appointment a "willful, calculated betrayal of the rights of every person on Earth." The tech community is rightly alarmed, with many drawing parallels to dystopian fiction. The move has also raised questions about ...
Post a Comment
Read more

What is happening inside of the black box?

  Neel Nanda is involved in Mechanistic Interpretability research at DeepMind, formerly of AnthropicAI, what's fascinating about the research conducted by Nanda is he gets to peer into the Black Box to figure out how different types of AI models work. Anyone concerned with AI should understand how important this is. In this video Nanda discusses some of his findings, including 'induction heads', which turn out to have some vital properties.  Induction heads are a type of attention head that allows a language model to learn long-range dependencies in text. They do this by using a simple algorithm to complete token sequences like [A][B] ... [A] -> [B]. For example, if a model is given the sequence "The cat sat on the mat," it can use induction heads to predict that the word "mat" will be followed by the word "the". Induction heads were first discovered in 2022 by a team of researchers at OpenAI. They found that induction heads were present in ...
Post a Comment
Read more

Prompt Engineering: Expert Tips for a variety of Platforms

  Prompt engineering has become a crucial aspect of harnessing the full potential of AI language models. Both Google and Anthropic have recently released comprehensive guides to help users optimise their prompts for better interactions with their AI tools. What follows is a quick overview of tips drawn from these documents. And to think just a year ago there were countless YouTube videos that were promoting 'Prompt Engineering' as a job that could earn megabucks... The main providers of these 'chatbots' will hopefully get rid of this problem, soon. Currently their interfaces are akin to 1970's command lines, we've seen a regression in UI. Constructing complex prompts should be relegated to Linux lovers. Just a word of caution, even excellent prompts don't stop LLM 'hallucinations'. They can be mitigated against by supplementing a LLM with a RAG, and perhaps by 'Memory Tuning ' as suggested by Lamini (I've not tested this approach yet).  ...
Post a Comment
Read more