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Pretrained Models vs. Fine-Tuned Models: Which Is Better for GeoAI, GIS, and Remote Sensing
Artificial Intelligence (AI) is transforming the geospatial industry by enabling automated analysis of satellite imagery, drone data, LiDAR point clouds, and aerial photographs. However, training deep learning models from scratch requires massive labeled datasets, powerful GPUs, and significant development time. To overcome these challenges, GeoAI workflows increasingly rely on pretrained models and fine-tuning, allowing developers to build highly accurate models with far less data and computati
What Are Pretrained Weights? A Beginner's Guide to GeoAI Deep Learning Models
Artificial Intelligence (AI) is reshaping the geospatial industry by enabling machines to analyze satellite imagery, drone data, LiDAR point clouds, and other Earth observation datasets with remarkable speed and accuracy. However, training deep learning models from scratch requires massive labeled datasets, powerful GPUs, and significant development time. Pretrained weights help overcome these challenges by allowing GIS professionals to build upon models that have already learned general visual
Neuralframes Lyrics-Mode with own neural network Demo (It's all fade)
I tried out the new Neural Frames lyrics mode and also created an own neural network by generating 25 pop magazin cover form the 80's in Higgsfield/GPT-Image 2.0.
PLUS the blend mode, which worked especially well in the second half!
This one took me roughly 1~2 Hours. I created the Images in Higgsfield and the animation is fully mad trough neural frames.
https://suno.com/song/4480b4ba-cfd9-4bc1-ab64-22a26e6f60c2
Absent Frequency
What did London sound like before the city drowned every other frequency in its own noise? A soundscape reflects the health and biodiversity of an ecosystem. As species such as house sparrows and swifts decline, while rivers flow underground and many insects and amphibians disappear from the city, London's soundscape continues to lose its ecological diversity. Absent Frequency is a portable interactive device that transforms urban noise into the sounds that once belonged to London. A neural netw
VELUNE
This is a personal project created by developing a fictional cosmetics brand and producing its brand film with AI. It explores the use of AI in TV commercial and cinematic film production.
VELUNE’s film conveys a core message: awakening the dormant flow beneath the skin. Rather than depicting sudden transformation, it expresses the brand’s value of creating deep, lasting renewal from within. Through a quiet inner flow, we encounter ourselves and awaken the light within with VELUNE.
An invisibl
Motion graphics for Megan specs
No AI used, just passionate keyframe editing
north coast quick service center for renault
Ai video
AI - Business Communication Trainings by Talent Canvas - for Individuals and Corporates
Are you ready to communicate confidently in an AI-first workplace?
Business communication is evolving. Today's professionals need more than strong writing and presentation skills—they need to know how to collaborate with AI to create better emails, reports, presentations, meeting summaries, proposals, and business content.
**Talent Canvas AI Business Communications Training** helps individuals and organizations build the skills needed to communicate effectively in the age of AI. Learn how to c
Did AI Help a Deputy Search for a Woman Who Had an Abortion?
Did AI actually help a Texas deputy search for a woman who'd had an abortion? The honest answer: yes, functionally, at the base layer — but probably not the AI capability you'd expect.
In this episode, I break down Flock Safety's nationwide license-plate camera network: what the hardware actually looks like, how its AI identifies a car without ever needing to read the plate, and a separate, more advanced capability called Convoy Analysis — machine learning built to flag vehicles that repeatedly
Oracle GT V6 – Blood Group & Genotype Dataset Collection System
Oracle GT V6 is an intelligent medical data collection platform developed by DJS MedTech Innovations Ltd. The application enables secure collection, validation, and management of Blood Group and Genotype laboratory datasets for AI research, machine learning, and laboratory quality assurance.
This video demonstrates installation, navigation, and data collection using Oracle GT V6.
By the way, a story that is kinda more fun about the way how selection bias can mess with neural networks that are meant to...
By the way, a story that is kinda more fun about the way how selection bias can mess with neural networks that are meant to recognize stuff: when the models that are closer to the current ones came to be, there was a thing where someone wanted to proof the concept by teaching the neural network to differentiate cats and dogs. Simple, right?Well, again. Neural networks are very dumb. In this case the selection bias was, that most of the dog photos were dogs playing outside in parks and other outd
Transcriptioneer - IA de Transcripción y Documentación
Transcriptioneer is an AI-powered knowledge companion that transforms recordings, documents, videos, meetings, and conversations into structured, connected, and searchable knowledge.
It is not simply a transcription service.
It listens. It understands. It organizes. It connects ideas. It helps people remember and discover meaning.
At its core, Transcriptioneer acts as a personal AI scribe. Users can upload audio, video, PDFs, images, or text, and the platform automatically extracts key ideas, de
How I'm using AI to do Video Editing
Grab the software for the video transcription engine from my GitHub:
https://github.com/xlsuite/video-engine
💀 TOO FUNNY
👉 MORE BELOW
💀 TOO FUNNY👉 MORE BELOW
The secretive unicorns: "AI’s top startups are barely publishing their research" @science.org
(Plus- barbed wire)
Share and...
The secretive unicorns: “AI’s top startups are barely publishing their research” @science.org (Plus- barbed wire)Share and share alike: https://roughlydaily.com/2026/08/02/science-is-a-cooperative-enterprise-spanning-the-generations-a-community-of-minds-reaching-back-to-antiquity-and-forward-to-the-stars/
AI and open-source models on the news all weekend. So, I asked AI to sketch me from a photo I uploaded. The temptation to use...
AI and open-source models on the news all weekend. So, I asked AI to sketch me from a photo I uploaded. The temptation to use this for whatever, is more than concerning, it’s groundbreaking. I’ve come late to the deepfake refinery.View On WordPress
Dante Strife from ourdream.ai
Dante Strife from ourdream.ai
Came back to Tumblr for a bit, and finally saw what def was talking about people using AI to edit armpit hair on idols 💀💀💀
<p>Came back to Tumblr for a bit, and finally saw what def was talking about people using AI to edit armpit hair on idols 💀💀💀</p>
"turning off your brain with AI is feminist, actually"
“turning off your brain with AI is feminist, actually”
Slop Games are coming
Slop Games are comingThe next frontier of LLMs is game development. And it’s off to an impressive start.If you spend some time on that-other-social-network-that-shall-not-be-named, you’ll see people posting games made of a single prompt to Opus 5 or GPT 5.6. The prompts are pretty much “make a game like X, don’t stop until it’s perfect”.I ran some quick experiments and got to really impressive results: for a grand total of 3 prompts (one for the game, one to d