klotz: embeddings*

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  1. This study explores the role of the Wnt pathway in regulating dendritic spine morphology and synaptic function. The authors found that activation of the Wnt pathway leads to the formation of new spines and enhances synaptic strength. Their findings suggest a novel mechanism by which the Wnt pathway influences synaptic plasticity and cognitive function.
  2. - Introduces embeviz - a simple side project for exploring text embeddings
    - Uses backend API with GoFiber framework and frontend UI with React and React Router
    - Provides interactive charts for visualizing computed projections
    - Can label texts and select options for both projections and chunking
    - Offers swagger docs for the API, in-memory data store, and persistent data store with QDrant
  3. With deep learning, the ROI for having clean and high quality data is immense, and this is realized in every phase of training. For context, the era right before BERT in the text classification world was one where you wanted an abundance of data, even at the expense of quality. It was more important to have representation via examples than for the examples to be perfect. This is because many Al systems did not use pre-trained embeddings (or they weren't any good, anyway) that could be leveraged by a model to apply practical generalizability. In 2018, BERT was a breakthrough for down-stream text tasks,
    2023-11-11 Tags: , , , , by klotz

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