Jim Moraga
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jimmoraga.bsky.social
Jim Moraga
@jimmoraga.bsky.social
Strategy, technology, well being
PhD, MBA, BSc.Eng., CS / AI
Great study:
- another step in our understanding of abiogenesis
- questions current assumptions on observation of cell-like structures from rocks and meteorites, given that similar structures were found through Miller-Urey mechanisms

www.pnas.org/doi/10.1073/...
Concomitant formation of protocells and prebiotic compounds under a plausible early Earth atmosphere | PNAS
Revealing the origin of life and unambiguously detecting fossil remains of the earliest organisms are closely related aspects of the same scientifi...
www.pnas.org
February 15, 2025 at 1:27 AM
What's next? (3/3)
I’m working on integrating Evolutionary Networks to enable automatic adaptation of Jigsaw's architecture & hyperparameters. This promises self-optimizing models for high-dimensional data analysis! (dx.doi.org/10.13140/RG....)

#DataScience #NeuralNetworks #EvolutionaryNetworks
(PDF) Generalized Jigsaw CNN, a foundational CNN: Expanding Jigsaw Networks to d-Dimensional Kernels for Multimodal Data Analysis
PDF | The Jigsaw network, first introduced in 2019 [1] and later extended in the Geothermal AI [2] and the JigsawHSI [3] to a generalized architecture,... | Find, read and cite all the research you ne...
dx.doi.org
January 18, 2025 at 2:08 PM
Update (2/3)
In 2019, I developed Jigsaw arxiv.org/abs/2102.00212, a flexible model for spatial data analysis with a focus on earth science.
In 2022, I published a generalized version based on applications like geothermal exploration & hyperspectral data analysis. arxiv.org/abs/2206.02327
Monitoring the Impacts of a Tailings Dam Failure Using Satellite Images
Monitoring dam failures using satellite images provides first responders with efficient management of early interventions. It is also equally important to monitor spatial and temporal changes in the i...
arxiv.org
January 18, 2025 at 2:06 PM
Exciting Research Update! (1/3)
dx.doi.org/10.13140/RG....

Since the 1990s, I’ve explored CNNs for challenges like diamond core edge detection & mineral texture analysis, inspired by foundational ideas (e.g., Neocognitron, www.rctn.org/bruno/public...) #NeuralNetworks #DataScience #Geoscience #AI
(PDF) Generalized Jigsaw CNN, a foundational CNN: Expanding Jigsaw Networks to d-Dimensional Kernels for Multimodal Data Analysis
PDF | The Jigsaw network, first introduced in 2019 [1] and later extended in the Geothermal AI [2] and the JigsawHSI [3] to a generalized architecture,... | Find, read and cite all the research you ne...
dx.doi.org
January 18, 2025 at 2:05 PM
D&D Combinatorics xkcd.com/3015
November 23, 2024 at 11:39 AM
Another cool space startup:

#infrared #HighResolution #SatelliteImagery

albedo.com

'Albedo is developing very-low-earth-orbit (VLEO) satellites that will co-collect 10 centimeter (cm) optical imagery and 2 meter thermal infrared imagery'
Albedo
Aerial quality imagery - from space.
albedo.com
November 18, 2024 at 7:00 PM
The crowd was terrible but wow, what a performance!

youtu.be/TBH8o8XXnVM?...
Joss Stone - Son of a Preacher Man
YouTube video by Francis
youtu.be
November 17, 2024 at 7:57 PM
Retrieval augmented generation? Yes, please

#RAG

bsky.app/hashtag/RAG
bsky.app
November 17, 2024 at 3:52 AM
This guy is a riot: don't call yourself an artist!

www.instagram.com/reel/DByd3GM...
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www.instagram.com
November 15, 2024 at 12:15 PM
Can anyone direct me to people working on RAG?

Thanks!

#NLP #Vectorization #RAG #LLM #MachineLearning #TruthInAI
November 15, 2024 at 12:06 PM
From my PhD:

Training dataset and results for geothermal exploration artificial intelligence, applied to Brady Hot Springs and Desert Peak

#GeothermalAI #geospatial #Geothermal #AI #JigsawAI #DataScience #multimodal #geophysics #MachineLearning

gdr.openei.org/submissions/...
Geothermal Data Repository (GDR)
The submission includes the labeled datasets, as ESRI Grid files (.gri, .grd) used for training and classification results for our machine leaning model: - brady_som_output.gri, brady_som_output.grd, ...
gdr.openei.org
November 15, 2024 at 12:02 PM
I asked ChatGPT to draw a photorealistic picture of me in my job based on what it knows about me, here's the result. What do you get?

I really like my ponytail 🤓

#AI #GenAI #IntrinsicBias
November 15, 2024 at 11:47 AM