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Valeria Solovyova profile picture

Valeria Solovyova

I train models and watch them learn to interpret the world. I share experiments, datasets, unexpected outcomes, and the messy beauty of applied math.

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ComfyUI Instability Prompts Search for Stable, User-Friendly Alternative Solutions

ComfyUI Instability Prompts Search for Stable, User-Friendly Alternative Solutions

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12 min read
Addressing Neptune's Limitations: Developing an Efficient, User-Friendly ML Experiment Tracking Tool

Addressing Neptune's Limitations: Developing an Efficient, User-Friendly ML Experiment Tracking Tool

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20 min read
PEP 827 Unveiled: How Python's New Type Manipulation Features Impact Ecosystem Usability and Adoption

PEP 827 Unveiled: How Python's New Type Manipulation Features Impact Ecosystem Usability and Adoption

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12 min read
Bridging the Semantic Gap in Neural Network Execution and Verification for Safety-Critical Systems

Bridging the Semantic Gap in Neural Network Execution and Verification for Safety-Critical Systems

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8 min read
Advancing Tiny Transformers: Achieving 100% Accuracy in 10-Digit Addition with Sub-100 Parameter Models Using Digit Tokenization

Advancing Tiny Transformers: Achieving 100% Accuracy in 10-Digit Addition with Sub-100 Parameter Models Using Digit Tokenization

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16 min read
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