Changes between Initial Version and Version 1 of Other/Summer/2024/ml5G


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Timestamp:
Jun 12, 2024, 4:39:34 PM (5 weeks ago)
Author:
aadhil621
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  • Other/Summer/2024/ml5G

    v1 v1  
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     2== **Week 1 (5/28 - 5/30)**
     3
     4We installed and familiarized ourselves with GNU Radio.
     5We also explored the architecture of the Orbit test bed.
     6Reviewed several papers to gain insights into the current scenario of 5G networks and the interference mitigation techniques used across different frequency ranges.
     7
     8
     9== **Week 2 (6/03 - 6/06)**
     10
     11We delved into the context of HyPhyLearn and conducted an in-depth exploration of Domain Adversarial Neural Networks (DANN).
     12Ran reference code for DANN and examined the source, target, and domain accuracies.
     13Analyzed graphs that demonstrated the model's ability to learn from domain-invariant features.
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     15
     16== **Week 3 (6/03 - 6/06)**
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     18We explored the TensorFlow code of the HyPhyLearn model, which classifies 2D Gaussian datasets.
     19Augmented the code from TensorFlow 1.0 to PyTorch and validated the experimentation.
     20Additionally, we conducted research on works with similar use cases and reviewed research papers to gain proper knowledge on setting up a physical model for generating synthetic data.