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Deep Learning/Machine Learning Technical Interest Group (TIG)
Applying new analytics, neural networks, computational approaches using structured and unstructured data, and also training neural networks with supervised and unsupervised algorithms. Chaired by Patrick Ng and Andrew Munoz.
Deep Learning - Machine Learning TIG
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ChatGPT going Qualitative and getting Quantitative on Geothermal
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Started by
Patrick Ng
Energy transition is multi-dimensional, from de-risking supply chain to homeland economic policy. What if we take a closer look at homeland energy It so happens that by leveraging data with engineering, science and geology (ESG reimagined) fundamentals, we may just get through the transition in better shape with ChatGPT assist. So take a look and see what you think: https://www.linkedin.com/pulse/chatgpt-geothermal-exploring-qualitative-getting-quantitative-ng-ycwqctrk=article-ss...
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16 Oct 2023 11:53 PM
0 Replies and 195 Views
ChatGPT on Geothermal - getting Quantitative with Langchain Pandas Agent
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Started by
Patrick Ng
From my last post, where I used ChatGPT for qualitative assessment on geothermal potential, https://www.aapg.org/career/aapg-net/activity/aft/645/groupid/979 I received questions about quantitative work. So here is an example. https://www.shaleforce.com/blog/chatgpt-on-geothermal-getting-quantitative-with-langchain What did we learn Prompting matters. From the verbose response (fig 3), we can see that ChatGPT does what the coder would do (group by function and tally up the result...
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02 Oct 2023 08:05 AM
0 Replies and 196 Views
ChatGPT on Geotehrmal - Explore with Bing AI
196
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Started by
Patrick Ng
While in our last post, we gave an example of hallucinating AI, today we brainstorm with ChatGPT (Bing AI) using prompts. You can find more information about “What we don’t know that we don’t know about the transition” in the following article https://www.linkedin.com/pulse/chatgpt-geothermal-right-call-patrick-ngtrk=public_post_feed-article-content Additionally, you may want to check out the Q2 article titled “Getting Quantitative with Exploration Mindset” https://www.shalefo...
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19 Sep 2023 07:03 PM
0 Replies and 244 Views
How do we know when AI is Hallucinating?
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Started by
Patrick Ng
Wonder if and when AI is 'hallucinating' The interaction noted in this post serves as an example. https://www.shaleforce.com/blog/chatgpt-on-geothermal-make-the-right-call Take a look at the 'AI on Geothermal Assessment' section So how do we build guardrail As analog to treatment of patients using nature's psychedelic mushrooms, human supervision is required to manage hallucinations. Strong data is our guardrail, e.g., granular thermal profiles, ...
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27 Aug 2023 05:59 PM
0 Replies and 197 Views
Put Deep Learning and EMD to work de-risking Carbon Capture and Storage
197
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Started by
Patrick Ng
https://explorer.aapg.org/storyarticleid=65759 and https://phys.org/news/2023-08-carbon-capture-storage-denmark-bitumen.html in particular, https://scx2.b-cdn.net/gfx/news/hires/2023/carbon-capture-and-sto-3.jpg make the case for combing deep learning workflow on and EMD domain expertise to assess the opportunities from reuse existing / depleting reservoirs for CO2 storage and sequestration.
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09 Aug 2023 04:40 PM
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See Also: Explorer Emphasis Article
Advanced Machine Learning Models for Well Placement and Completion Optimization
See Also: Explorer Geophysical Corner
Convolutional Neural Networks
See Also: Explorer President’s Column
Innovation Causation
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Digging Deeper with Michael Pyrcz
See Also: Learn! Blog
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