6. Academic Research: Literature Analysis: Researchers can use topic modeling to analyze large volumes of research papers and identify the main themes, trends, and connections in a particular field over time.
DATA
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Topic Modeling for Identifying Emerging Trends
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Trend Identification: By identifying emerging topics and trends, topic modeling helps marketers and analysts stay updated with the latest discussions and interests.
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Topic Modeling for Product Reviews and Customer Insights
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5. Market Research and Consumer Insights: Product Reviews Analysis: Topic modeling can extract topics from product reviews to identify common customer concerns, feedback, and sentiments related to specific aspects of products or services.
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Data Augmentation Techniques for Texture-based Model Training
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Since it's a domain-specific dataset, and in particular textures, you can do many augmentations to get more out of it… Training at 256×256, that's approximately 27,6k unique patches and with flip/rot augmentations about 221k! (Training random patches works even better.)
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Texture Datasets Updated for Generative AI Training
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I updated my textures datasets, both Natural Ground pack and Urban Surfaces pack. There are now 17 and 16 sets in each one respectively for a total of 432 images at 4K cc-by-sa-nc. Fun for training domain-specific generators! https://
huggingface.co/datasets/textu
redesign/td01_natural-ground-textures
… https://
huggingface.co/datasets/textu
redesign/td02_urban-surface-textures
… -
Semantic search fails at scale beyond toy examples and familiar data
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ive been trying to make semantic search work on 150k documents for a while. what ive found so far is that it doesnt work. it only works for toy examples, very small datasets and data which the LLM has more or less already seen and that's why it answers well from it.
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Street-level mapping platforms and geospatial data licensing
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hivemapper is doing that. mapillary (kinda) before meta bought them. and nexar for fleet telematics + have datasets you can license.
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India’s New Law Holds Government Liable Data Breaches
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#DataLaw: New law makes govt equally liable for any data breach | #India News – Times of India https://
m.timesofindia.com/india/new-law-
makes-govt-equally-liable-for-any-data-breach/articleshow/102661058.cms
… #RCE #ZeroTrust #ZeroDay #cybercrime #hacker #privacy #APT #bot #CISO #DDoS #hacking #phishing #CyberAttack #cybersecurity #Security #infosec #AppSec #CyberSec -
NCD vs Cosine Distance for Vector Comparison
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Nice one thanks for sharing. Looks like a really nice write-up. I remember running the NCD on count vectors, but then I thought cosine distance is even simpler. Intuitively, I'd say they should capture about the same thing.
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Artificial Intelligence Transformative Impact on Medical Technology
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The Transformative Impact Of Artificial Intelligence In Medical Tech
#AI #AIio #BigData #ML #NLU #Futureofwork @IIoT_World @ipfconline1 @jblefevre60 @JimMarous @insurtechtalk @KirkDBorne @kuriharan @LouisSerge http://
ow.ly/qhm230swABi