Scritch

Components used

Architecture

Model structure

----------------------------------------------------------------
        Layer (type)               Output Shape         Param #
================================================================
            Conv1d-1                [-1, 6, 25]              96
              ReLU-2                [-1, 6, 25]               0
           Dropout-3                  [-1, 150]               0
            Linear-4                   [-1, 30]           4,530
              ReLU-5                   [-1, 30]               0
            Linear-6                    [-1, 2]              62
================================================================
Total params: 4,688
Trainable params: 4,688
Non-trainable params: 0
----------------------------------------------------------------
Input size (MB): 0.00
Forward/backward pass size (MB): 0.00
Params size (MB): 0.02
Estimated Total Size (MB): 0.02
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System flow

To-dos

• Add BLE connectivity to esp32
• Use nimble instead
• Train model
• Deploy model onto esp32
• Apply DSP algs to make the prediction more stable