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research#gradient📝 BlogAnalyzed: Jan 11, 2026 18:36

Deep Learning Diary: Calculating Gradients in a Single-Layer Neural Network

Published:Jan 11, 2026 10:29
1 min read
Qiita DL

Analysis

This article provides a practical, beginner-friendly exploration of gradient calculation, a fundamental concept in neural network training. While the use of a single-layer network limits the scope, it's a valuable starting point for understanding backpropagation and the iterative optimization process. The reliance on Gemini and external references highlights the learning process and provides context for understanding the subject matter.
Reference

Based on conversations with Gemini, the article is constructed.

Research#Polarons🔬 ResearchAnalyzed: Jan 10, 2026 07:39

Substrate Influence on Polaron Formation in 2D Transition Metal Dihalides

Published:Dec 24, 2025 13:12
1 min read
ArXiv

Analysis

This research investigates the fundamental physics of polarons in a specific class of 2D materials, potentially impacting future electronic device design. Focusing on substrate interactions offers a nuanced understanding of charge transport phenomena in these materials.
Reference

The study focuses on single-layer transition metal dihalides.

Research#Materials Science🔬 ResearchAnalyzed: Jan 10, 2026 11:52

AI Unveils Defect-Resilient Hexagonal Boron Nitride Potential

Published:Dec 12, 2025 01:31
1 min read
ArXiv

Analysis

This ArXiv article suggests a promising application of machine learning in materials science. It implies AI can accelerate discovery of new properties in advanced materials.
Reference

The article's focus is on single-layer hexagonal boron nitride, a 2D material.