Teaching Machines to Make Sense of Images

from pathlib import Path

DATA_DIR = Path("/kaggle/input")
if (DATA_DIR / "ucfai-core-fa18-conv-nets").exists():
    DATA_DIR /= "ucfai-core-fa18-conv-nets"
else:
    # You'll need to download the data from Kaggle and place it in the `data/`
    #   directory beside this notebook.
    # The data should be here: https://kaggle.com/c/ucfai-core-fa18-conv-nets/data
    DATA_DIR = Path("data")

Other Meetings in this Series

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With some basic ideas in mind about how one might tackle a task, we'll now go and explore a Tensor framework (PyTorch) and build a Neural Network which can accurately classify handwritten digits, as well as articles of clothing.

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Fully Connect Neural Networks and Convolutional Neural Networks are absolutely wonderful, but they miss out on one key component of our world, time. This week we'll look at Networks which also model time as part of their inputs – because of this, they'll be able to write nearly as well as Shakespeare! 😃

Contributing Authors

John Muchovej
John Muchovej

Founder of AI@UCF. Researcher in cognitive science and machine learning. Focusing on intuitive physics and intuitive psychology.