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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