alexnet's Introduction
Section (0): REQUIREMENTS FOR RUNNING OUR PROGRAM To run our program, you will need to have Python 3.6 and the ubiquitous "virtualenv" installed on your system. Besides that, our Makefile will handle all other requirements. We have provided an easy-to-use Makefile to help you run our program. ------------------------------------------------------------ Section (1): TRAINING A TINY IMAGENET CLASSIFIER FROM SCRATCH To train a new classifier, "cd" into our submission directory and execute the following commands: make prepare-venv source env/bin/activate python train.py & python evaluate.py & tensorboard --logdir=logs Then, open TensorBoard in your browser to monitor the classifier's accuracy as it is being trained. You can also monitor loss, mean-squared error, and other metrics. ------------------------------------------------------------ Section (2): CONTINUE TRAINING OUR ALREADY-TRAINED CLASSIFIER As part of our submission, we included a way to test the accuracy of our already-trained classifier. Execute the following commands in a new terminal: make prepare-venv source env/bin/activate python train.py $(pwd)/trained-logs/ & python evaluate.py $(pwd)/trained-logs/ & tensorboard --logdir=trained-logs ^^^ TODO TODO TODO TODO TODO ^^^ Like (1), you can open TensorBoard to monitor the classifier's accuracy.
alexnet's People
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