DataBytes-Organisation/Project-Echo
Aug 2025 – Aug 2025
1 Month active
Languages Used
Python
Technical Skills
Audio ProcessingDeep LearningMachine LearningModel ArchitecturePyTorch
Kunalanand077
PROFILE
Kunalanand077
During August 2025, S224704431 developed an audio benchmarking framework for the DataBytes-Organisation/Project-Echo repository, focusing on deep learning model evaluation. They designed and implemented two neural network architectures, BCResNetLite (a convolutional model) and PatchTransformerTiny (a transformer-based model), using Python and PyTorch. The framework included utility blocks and a registry-based model selector to streamline experimentation. To ensure reproducibility and end-to-end validation, S224704431 built a basic benchmarking harness that tests models with random input data. Their work established a foundational codebase for rapid prototyping and benchmarking in audio processing, demonstrating depth in model architecture and practical machine learning workflows.
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
1Total
Bugs
0
Commits
1
Features
1
Lines of code
621
Activity Months1
Your Network
135 people
Work History
August 2025
1 Commits • 1 Features
Aug 1, 2025Concise monthly summary for 2025-08 focusing on key accomplishments for DataBytes-Organisation/Project-Echo.
1 Commits • 1 Features
Aug 1, 2025Concise monthly summary for 2025-08 focusing on key accomplishments for DataBytes-Organisation/Project-Echo.
August 2025
Activity
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Quality Metrics
Correctness80.0%
Maintainability80.0%
Architecture80.0%
Performance60.0%
AI Usage20.0%
Skills & Technologies
Programming Languages
Python
Technical Skills
Audio ProcessingDeep LearningMachine LearningModel ArchitecturePyTorch
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