Tools

Autoencoders for Representation Learning

References

  1. G. E. Hinton and R. R. Salakhutdinov, "Reducing the dimensionality of data with neural networks," Science, vol. 313, no. 5786, pp. 504-507, 2006.

  2. P. Vincent, H. Larochelle, Y. Bengio, and P.-A. Manzagol, "Extracting and composing robust features with denoising autoencoders," in Proceedings of the 25th International Conference on Machine Learning, 2008, pp. 1096-1103.

  3. Dataset obtained from: Zalando Research, Fashion-MNIST, Kaggle, https://www.kaggle.com/datasets/zalando-research/fashionmnist

  4. Figures reproduced/adapted from the following sources:

    • MathParracho, "Autoencoders and Latent Space: Studying Their Power for Data Compression," Medium.
    • Jordan, J., "Autoencoders," technical blog.