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A Journey Of 10th Grader Dying

Assignment 1 - KNN

Install
pip install numpy
pip install matplotlib
pip install imageio

Screenshot from 2024-03-23 12-35-55.png

Super shit ^

Assignment 2 - PyTorch Neural Network

Install

Screenshot from 2024-03-23 12-26-27.png Screenshot from 2024-03-23 12-25-31.png

python=3.10
pip install -r environment.txt
Run

PS: To run main.py must be on CLI

# Start training with: 
python main.py
# You can manually resume the training with: 
python main.py --resume --lr=0.01
My Results

2024-03-23 12:18:58,215 - INFO - TEST - Accuracy: 0.8252203525641025

2024-03-22 21:06:33,082 - INFO - TEST - Accuracy: 0.8240184294871795

2024-03-22 20:54:59,657 - INFO - TEST - Accuracy: 0.8298277243589743 Screenshot from 2024-03-23 12-39-56.png Little better ^_^

Models & Accuracy

Click to see thesis
Model Acc.
VGG16 92.64%
ResNet18 93.02%
ResNet50 93.62%
ResNet101 93.75%
RegNetX_200MF 94.24%
RegNetY_400MF 94.29%
MobileNetV2 94.43%
ResNeXt29(32x4d) 94.73%
ResNeXt29(2x64d) 94.82%
SimpleDLA 94.89%
DenseNet121 95.04%
PreActResNet18 95.11%
DPN92 95.16%
DLA 95.47%

Credit

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