Last Week’s Work Review#
We continue reading the code of the winner model of IGLU competition.
Also, we need to check the IGLU slack channel, download the training dataset and understand how to utilise the dataloader tools.
You need password to access to the content, go to Slack *#phdsukai to find more.
Part of this article is encrypted with password:
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