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Introduction to Attention Mechanism

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How Attention was created? Why does it work and why it is one of the most important things in ML right now?

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Understanding Positional Encoding in Transformers

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Visualization of Positional Encoding method from Transformer models.

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Measuring XAI methods with Infidelity and Sensitivity

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The intuition behind Infidelity and Sensitivity metrics for XAI methods.

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Animal recognition with Siamese Networks and Mean Embeddings

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Is Siamese Network a reliable solution for animal recognition? How Mean Embeddings can help with a few shot "learning"? Are we able to beat standard classification methods?

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