Page run by a Geospatial Engineer. Spatial Data, GIS & Remote Sensing | Exploring the intersection of ML & AI with spatial Tech š #GIS #RemoteSensing #AI #MLtidbitsgeospatial.wordpress.comJoined August 2024
The T in GPT: generative pretrained Transformer
2021: Noah leaves google and cofounds Character AI
2024: Noah returns to google to co-lead the Gemini team on a substantial google investment into character Ai
2026: Noah is joining OpenAI; source being a twitter post on his page
Noah Shazeer, the transformer paper guy, okay, attention is all you need Paper author is leaving google again š¤Æ
1. 2017: release attention is all you need. Googleās uptake is slow. OpenAI are still experimenting with LLM. The paper is research they can implement and so they do.
strongly suggest catching up to Opus 4.8 and gpt 5.5
If say fable 5(strong if), is then distilled, China takes the lead and yoh, what a day the world would have. Whereas the panic is unwarranted,(my opinion), itās entertaining to even think of so now we wait
Say Fable 5 being available despite the safeguards, is distilled. Thatās what Dario claimed in 2024 about DeepSeek-V3
Thatās a strong if as the fable 5 release mentioned that they took action against distillation
Kimi K2.7 code, released yesterday, benchmarks results
First thing Iām seeing this morningā¦
US government has basically decided that non Americans should access Anthropicās new AI models (Fable 5 and Mythos 5).
They are citing security concerns but I wonder whatās really behind the decision.
3. SHAP (Shapley Additive exPlanations) which is the gold standard of fairness
It's grounded in game theory
it calculates how much credit each feature deserves for the final outcome by testing all possible feature combinations
Computationally heavy but mathematically bulletproof
2. LIME (Local Interpretable Model-Agnostic Explanations)is the local specialist.
It doesn't try to explain the whole model. Instead, it perturbs the data around a single prediction to build a simple, interpretable model (like a linear shortcut) right in that exact neighborhood
SHAP, ELI5 & LIME for model interpretation as Explainable AI; XAI tools
They allow one to see which features drove the model results
1. ELI5: Explain like I am a 5-year old
2. LIME: Local Interpretable Model-Agnostic Explanations
3. SHAP: SHapley Additive exPlanations
This is GIM chatbot's name. GIM International is a blog that defines themselves as an independent and high-quality information source for everything the global geomatics industry has to offer, online and offline!
I found the name wittyāŗļø
Mastering SQL for geospatial workflows: A quick guide to updating data
Use the Point-and-Shoot analogy for UPDATE statements, to handling MERGE (Upserts) and correlated subqueries, here is how to keep your spatial tables accurate.
#GIS#SQL#PostgreSQL#Geospatial
Today, weāre thrilled to announce the launch of Shapefile and 3D model import support on Google Earth. Plus, weāve also added elevation profiles to the measure tool just for⦠good measure! goo.gle/4w1MPC0
Youāve made it clear. You want to be able to bring more of your
Diving into the world of geospatial data and SQL?
The latest blog post in the series on SQL for Geospatial Data: Mastering the Basics - INSERTING is a perfect starting point!
Learn how to insert your spatial data with ease. šŗļø #GIS#SpatialSQL#Geospatial
The article link ā¬ļø
Whether you're doing spatial analysis in PostGIS or any geospatial-enabled database, these patterns will save you hours of debugging
Building from Part 1 & Part 2, perfect for leveling up your geospatial SQL skills & Scripts are available on Github
ā¬ļøā¬ļø
x.com/SpatialTidbitsā¦
Practical solutions :
-Pre-aggregate with CTEs before joining
- Smart use of DISTINCT and set operations like EXCEPT to compare tables
- Handling NULLs cleanly with COALESCE in LEFT JOINs for reliable reporting
New in the SQL for Geospatial Data series! Mastering the Basics :Joins(Part 3) is live.
This one dives deep into the real-world headaches of working with multiple tables: countries (master) + polygons, lines, and points detail tables
tidbitsgeospatial.wordpress.com/2026/04/22/sqlā¦
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