Eddie's Learning Record 34

1. Duration Monday, February 13th, 2023 - Saturday, February 18th, 2023 2. Learning Records 2.1 Reinstalled CUDA All of a sudden, the CUDA on my laptop died. I spent a day debugging and reinstalling the drivers and CUDA. 2.2 Wrote the Patent Document I spent two days writing the document. I f...

Eddie's Learning Record 33

1. Duration Monday, February 6th, 2023 - Saturday, February 11th, 2023 2. Learning Records 2.1 Refactor for PyTorch Refactor the code using PyTorch. But it outputs terrible results. I spent two days debugging trying different epochs and batch_size . Finally, I found the validation dataset tak...

Eddie's Learning Record 32

1. Duration Tuesday, January 31st, 2023 - Saturday, February 4th, 2023 2. Learning Record 2.1 Refactor for Macro Expression Spotting Save the resampled features of every subject separately to lift the restrictions of the tf.data buffer size. Save different versions of .ipynb files and rena...

Eddie's Learning Record 31

1. Duration Monday, January 2nd, 2023 - January 7th, 2023 2. Learning Records 2.1 Redid the Experiments Okay, I found the reason why the model ran like shit. The shuffle of the validation dataset made terrible results. And different batch_size or normalizations resulted in different outcomes. ...

Eddie's Learning Record 30

1. Duration Monday, December 26th, 2022 - Saturday, December 31st, 2022 2. Learning Records 2.1 Redid the Cropping I tried Haar Cascade face detector in cv2, deep learning based face detector in cv2, HoG face detector in dlib, deep learning based dlib face detection. The dnn face detector work...

Eddie's Learning Record 29

1. Duration Sunday, December 18th, 2022 - Saturday, December 24th, 2022 2. Learning Record 2.1 Learned Linux I learned the terminal commands and learned to use WinSCP, and Putty. Besides, I learned to use the remote SSH interpreter. I could debug the code on my laptop. It runs smoothly as it d...

Eddie's Learning Record 28

1. Duration Monday, December 12th, 2022 - Saturday, December 17th, 2022 2. Learning Record 2.1 Added CBAM I added cbam [1] on the SOFTNet, but it ran as shit. I tried some fine-tuning, but I still got terrible results. 2.2 Refactored tf.dataset I tried to use the generator to generate data fo...

Eddie's Learning Record 27

1. Duration Monday, December 5th, 2022 - Saturday, December 10th, 2022 2. Learning Record 2.1 Learned Capsule Network Read the paper [1] and learned the code. Refactor the code to fit the input of different datasets. Also, I turned the eager mode off. 2.2 Learned Efficient Capsule Network Re...

Eddie's Learning Record 26

1. Duration Monday, November 28th, 2022 - Saturday, December 3th, 2022 2. Learning Record 2.1 Refactored the Code Using PyTorch Refactored the vision transformer for small-size datasets code using pytorch. The code is more comprehensible but the dataset and dataloader part is more difficult. ...

Eddie's Learning Record 25

1. Duration Monday, November 21st, 2022 - Saturday, November 26th, 2022 2. Learning Record 2.1 Fine-tuned Models When images have only two classes which means the labels are "0" and "1", the `label_mode` of `tf.keras.utils.image_dataset_from_directory` should be `binary` and the loss_fn should...