# Eddie's Learning Record 12

**Published by:** [Eddie's Learning Records](https://paragraph.com/@eddiehe/)
**Published on:** 2022-09-07
**URL:** https://paragraph.com/@eddiehe/eddies-learning-record-12

## Content

# 1. Duration Monday, July 25th, 2022 - Saturday, July 30th, 2022 \ --- \ # 2. Learning Record ## 2. 1 Redo the Autism Prediction Exams In paper \[1\], the accuracy of autistic children prediction is higher than 90%. In addition to the amazing result, the dataset used in this paper also shocked me. The author uses the [Autism_Image_Data](https://www.kaggle.com/datasets/cihan063/autism-image-data) from Kaggle and the paper was published in Computational and Mathematical Methods in Medicine, a magazine of the Q2 section. Isn’t making a prediction by using a dataset from Kaggle too simple to be recorded in a paper published in the Q2 section? Anyway, it was a good chance for practicing. There are some demos available on Kaggle but they all use tensorflow.keras.preprocessing which is deprecated. It cost me about a week to recode using tensorflow.keras.dataset.From my experiment experience, the tensorflow.keras.dataset seems to be about 10% faster than the tensorflow.keras.preprocessing. In my experiment, I could only achieve about 75% of accuracy. Fine. I just skipped it since it was just a test. \ ## 2. 2 Debug the Error by Using CUDA During the exam, the Visual Studio Code always popped out an error saying the kernel died. I read the jupyter log line by line but didn’t find the solution. Finally, I used pip to install jupyter and saw the exact error in the browser instead of the Visual Studio Code. The error said I missed the zlibwapi.dll. Okay, the solution is on its way. \ --- \ # 3. Feeling ## 3. 1 Slightly Afraid and Awkward It had been a long time since I didn’t code. The error made me worry about whether my laptop had some problems. \ --- \ # 4. Reference \[1\] Z. A. T. Ahmed et al., “Facial Features Detection System To Identify Children With Autism Spectrum Disorder: Deep Learning Models.,” Comput Math Methods Med, vol. 2022, p. 3941049, 2022, doi: 10.1155/2022/3941049. \

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