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AlphaZero

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AI Makes Huge Progress Predicting How Proteins Fold – One Of Biology’s Greatest Challenges – Promising Rapid Drug Development

Takeaways A “deep learning” software program from Google-owned lab DeepMind showed great progress in solving one of biology’s greatest challenges – understanding protein folding. Protein folding is the process by which a protein takes its shape from a string of building blocks to its final three-dimensional structure, which determines its function. By better predicting how proteins take their structure, or “fold,” scientists can more quickly develop drugs that, for example, block the action of crucial viral proteins. Solving what biologists call “the protein-folding problem” is a big deal. Proteins are the workhorses of cells and are present in all living…
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PyCon 2019 | Modern Solvers: Problems Well-Defined Are Problems Solved

PyCon 2019 | Modern solvers: Problems well-defined are problems solved Speaker: Raymond Hettinger   Every programmer should learn to use solvers, tools that reason directly from a description of a problem to its solution. Tools like AlphaZero can formulate winning strategies for games given only a description of the rules of the game. For certain classes of problems, we really can just let the computer do the work. In this talk, we learn principles, techniques, and multiple examples for three solvers available in Python. The first tool is a generic puzzle-solving framework that employs tree search strategies. We apply it…
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