Scientific Memo

Scientific Scratch Pad of Memo:
Physics, Mathematics, Computer Science, Statistics, Chemistry

by Mehmet Süzen
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Tuesday, 3 June 2025

Compressive algorithmic randomness:
Gibbs-randomness proposition for massively energy efficient deep learning

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Figure: Dual Tomographic Compression Performance, Süzen, 2025. Preamble Randomness is elusive and its probably one of the outstanding concep...
Tuesday, 22 April 2025

Ultimate physical limit of data storage:
Connecting Bekenstein Bound to Landauer Principle

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Preamble   Bekenstein's Information (Wikipedia) Black holes are not too esoteric anymore after LIGO's success and successful imaging...
Friday, 26 April 2024

Basic understanding of a metric tensor:
Disassemble the concept of a distance over Riemannian Manifolds

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Preamble   Gaussian Curvature (Wikipedia) One of the core concepts in Physics is so called metric tensor . This object encodes any kind of g...
Friday, 10 November 2023

Mathematical Definition of Heuristic Causal Inference:
What differentiates DAGs and do-calculus?

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Preamble  David Hume (Wikipedia) Experimental design is not a new concept and randomised control trials (RCTs ) are our solid gold standard...
Saturday, 1 April 2023

Resolution of misconception of overfitting: Differentiating learning curves from Occam curves

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Preamble   Occam (Wikipedia) A misconception that overfitted model can be identified with the  amount of  generalisation gap  between model...
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