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DYLATIS - Dynamic Latent Taxonomy Identification Space
We Have Started Developing DYLATIS: A Dynamic Latent Taxonomy Identification Space for Evaluating Recognition Accuracy at Large Scale We have recently begun development of DYLATIS , the Dynamic Latent Taxonomy Identification Space , a framework created to address a central question in the OFELIA project: What recognition accuracy can we expect when more than 30 deep-learning feature-detector models—with precisely measured accuracies—work together inside a massive, noisy, high
Istvan Benedek
1 day ago2 min read


OFELIA at the Mushroom Recognition Competition in Pécs
On November 10, 2025, we brought OFELIA to the Pécs Mushroom Recognition Competition, where participants had to identify 30 mushroom species under timed conditions.
Istvan Benedek
6 days ago2 min read


From Bottleneck to Beast: How I Supercharged My Deep Learning Rig
лошадь танцует Like many working in AI and deep learning, I’m constantly testing the limits of my hardware. Speed is...
Istvan Benedek
Mar 312 min read


Think Less, Save More: Reducing Energy Footprint with Modular AI
Generated by ChatGPT 4o In machine learning — and in human reasoning — we often make the basic but critical mistake of expecting a single...
Istvan Benedek
Mar 303 min read


MacBook Pro M3 Max vs Windows PC in the Ultimate C++ Performance Battle
https://medium.com/@istvan.benedek/macbook-pro-m3-max-vs-windows-pc-in-the-ultimate-c-performance-battle-4e25d27e7334
Istvan Benedek
Aug 27, 20241 min read


Building a High-Performance Machine Learning Workstation (~5,000 EUR) with NVIDIA RTX 4090
In a previous article, I discussed the challenges I faced due to compatibility issues, which ultimately led me to build a desktop...
Istvan Benedek
Aug 25, 20242 min read


Multithreading with C++ Causes Freezing and Restarts on MacBook Pro M3 Max
I recently tested multithreading in C++ on my new MacBook Pro M3 Max with 128 GB of memory, and unexpectedly, my MacBook restarted during...
Istvan Benedek
Aug 25, 20247 min read


Basic terms of Graph Theory
Degree of a Vertex Undirected Graph: The number of edges incident to the vertex. Digraph (Directed Graph): Split into in-degree (incoming...
Istvan Benedek
Apr 10, 20243 min read


MLX/Pytorch speed analysis on MacBook Pro M3 Max
Two months ago, I got my new MacBook Pro M3 Max with 128 GB of memory, and I’ve only recently taken the time to examine the speed...
Istvan Benedek
Mar 6, 202411 min read


Counting and Probability
Principle of Inclusion and Exclusion This principle is a method for counting the number of elements in the union of several sets. It...
Istvan Benedek
Feb 28, 20243 min read


Introduction to Number Theory
Kayhan Erciyeş writes in the 6th Chapter of his book, "Discrete Mathematics and Graph Theory", the following about Introduction to Number...
Istvan Benedek
Feb 28, 20243 min read


Sequences, Induction and Recursion
Kayhan Erciyeş writes in the 6th Chapter of his book, "Discrete Mathematics and Graph Theory", the following about Sequences, Induction...
Istvan Benedek
Feb 27, 20245 min read


Proving theorem
Kayhan Erciyeş writes in the 2nd Chapter of his book, "Discrete Mathematics and Graph Theory", the following about the Proving theorem:...
Istvan Benedek
Feb 18, 20243 min read


Discrete Mathematics and Graph Theory
Discrete Mathematics and Graph Theory: A Concise Study Companion and Guide (link) by Dr. Kayhan Erciyes, a distinguished Professor in the...
Istvan Benedek
Feb 17, 20242 min read


Share your MANNING online subscription with your buddy for $250/year,
Investing $250 annually in a Manning Publications online subscription offers unparalleled value for anyone keen on advancing their...
Istvan Benedek
Feb 16, 20241 min read


Apple M3 + Maple?!
So, finally, I have made the decision, and I decided to give it a try to the product of the Maplesoft. It was not as easy to order the...
Istvan Benedek
Feb 5, 20241 min read


Mathematik 4. Auflage
It's a great book about mathematics, though Springer has not provided an English version yet. I've just finished chapter #2 about Logic,...
Istvan Benedek
Feb 5, 20241 min read
![Extension of the problem a*b is unique for a,b in [n^2... (n+1)^2-1]](https://static.wixstatic.com/media/80fd94_19c8f44555264a4e995a65512a546ec0~mv2.png/v1/fill/w_333,h_250,fp_0.50_0.50,q_35,blur_30,enc_avif,quality_auto/80fd94_19c8f44555264a4e995a65512a546ec0~mv2.webp)
![Extension of the problem a*b is unique for a,b in [n^2... (n+1)^2-1]](https://static.wixstatic.com/media/80fd94_19c8f44555264a4e995a65512a546ec0~mv2.png/v1/fill/w_292,h_219,fp_0.50_0.50,q_95,enc_avif,quality_auto/80fd94_19c8f44555264a4e995a65512a546ec0~mv2.webp)
Extension of the problem a*b is unique for a,b in [n^2... (n+1)^2-1]
I have recently found this mathematical statement of Pál Erdős: If we take two arbitrary numbers, a and b, from the range of [n^2 ......
Istvan Benedek
Jan 24, 20242 min read


Observation to Goldbach's conjecture
Goldbach's conjecture is one of the oldest and best-known unsolved problems in number theory and all of mathematics. It states that every...
Istvan Benedek
Jan 14, 20242 min read


ChatGPT, can be taught in the same session
First impressions: ChatGPT makes mathematical mistakes, but it can be taught in the same session, though the process can be very long....
Istvan Benedek
Jan 14, 20241 min read
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