PiterPy Online / Piotr Migdal: "Matrices and tensors - named, visualized" / Online / 3 August 2020 - 6 August 2020

PiterPy Online

3 August 2020 (Mon), 16:00 - 6 August 2020 (Thu), 20:00


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Piotr Migdal: "Matrices and tensors - named, visualized"


Matrices and tensors - named, visualized​

In data science, we often work with numeric arrays: for signals, images, accounting data - input, output, everything. When we use Pandas (vs raw NumPy) we have named dimensions (rows and columns) plus an easy way to plot the numerical values.
In this talk, I will show how to go beyond that - how to name dimensions in 3 and more dimensional arrays for deep learning (with Named Tensors in PyTorch), how to visualize advanced operations in a simple way (using tensor diagrams) and how to plot complex numbers (for quantum computing).
I will give examples from two open-source projects I develop: https://github.com/Quantum-Game/bra-ket-vue and https://github.com/stared/pytorch-named-dims.

Piotr Migdal​
Poland. Warsaw
AI Researcher / Game Dev
ECC Games / Quantum Flytrap

A deep learning specialist with a Ph.D. in quantum physics (from ICFO, Castelldefels).
He works on AI for content design and physics engine optimization in ECC Games, and develops Quantum Game with Photons - an open-source in-browser game with real quantum mechanics.
Piotr enjoys explaining complicated things in simple ways, ideally with interactive data visualizations. He develops livelossplot - a Python package for visualizing the training process in Jupyter Notebook.

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Irina Saribekova
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