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PML download for Linux

Free download PML Linux app to run online in Ubuntu online, Fedora online or Debian online

This is the Linux app named PML whose latest release can be downloaded as v2.3.0.zip. It can be run online in the free hosting provider OnWorks for workstations.

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PML


DESCRIPTION

This library contains 9 modules, each of which can be used independently within your existing codebase, or combined together for a complete train/test workflow. To compute the loss in your training loop, pass in the embeddings computed by your model, and the corresponding labels. The embeddings should have size (N, embedding_size), and the labels should have size (N), where N is the batch size. The TripletMarginLoss computes all possible triplets within the batch, based on the labels you pass into it. Anchor-positive pairs are formed by embeddings that share the same label, and anchor-negative pairs are formed by embeddings that have different labels. Loss functions can be customized using distances, reducers, and regularizers. In the diagram below, a miner finds the indices of hard pairs within a batch. These are used to index into the distance matrix, computed by the distance object. For this diagram, the loss function is pair-based, so it computes a loss per pair.



Features

  • Customize loss functions
  • Use loss functions for unsupervised / self-supervised learning
  • Required PyTorch version torch >= 1.6
  • Development is done on the dev branch
  • Code is formatted using black and isort
  • You can specify the test datatypes and test device as environment variables


Programming Language

Python


Categories

Machine Learning, Diagram

This is an application that can also be fetched from https://sourceforge.net/projects/pml.mirror/. It has been hosted in OnWorks in order to be run online in an easiest way from one of our free Operative Systems.


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