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Tool that predicts the outcome of a Dota 2 game using Machine Learning

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Do you think the data mined could be used to train a ML system to make recommendations on the order of ability leveling that should happen in a match given...

Using this script could generate the proper dataset to train a model with 7.07d

will you guys support version 7.07? IceFrog added two new heroes. btw, how you guys get the range of match id for a specific version of dota2.

Preprocessing a pd.DataFrame row by row and calculating advantages is painfully slow. Should parallelize the loops as the rows do not interact with each other. Reference: https://blog.dominodatalab.com/simple-parallelization/

What do you think would be a neat approach to predict the next pick based on say, 2 heroes already picked and there onward? I was just wondering how one...

Bumps [protobuf](https://github.com/protocolbuffers/protobuf) from 3.4.0 to 3.18.3. Release notes Sourced from protobuf's releases. Protocol Buffers v3.18.3 C++ Reduce memory consumption of MessageSet parsing This release addresses a Security Advisory for C++...

dependencies

Bumps [tensorflow](https://github.com/tensorflow/tensorflow) from 1.3.0 to 2.9.3. Release notes Sourced from tensorflow's releases. TensorFlow 2.9.3 Release 2.9.3 This release introduces several vulnerability fixes: Fixes an overflow in tf.keras.losses.poisson (CVE-2022-41887) Fixes a...

dependencies

Bumps [certifi](https://github.com/certifi/python-certifi) from 2017.7.27.1 to 2022.12.7. Commits 9e9e840 2022.12.07 b81bdb2 2022.09.24 939a28f 2022.09.14 aca828a 2022.06.15.2 de0eae1 Only use importlib.resources's new files() / Traversable API on Python ≥3.11 ... b8eb5e9 2022.06.15.1...

dependencies