Deepseek ? ?? ????? ??? ?? ???

DeepSeek? ??? ??? ??? ???? ????? ? ??? ??? ??? ? ?? ????????. ? ??? Python? ???? ? ?? ??? ?? DeepSeek?? ???? ??? ??? ?????.

Python?? DeepSeek? ???? ??

1. DeepSeek? ??????

??? ??? PIP ??? ???? ??? ??????. ?? ??? ???? DeepSeek? ??????.

 PIP DeepSeek ??

2. Deepseek ?????? ?? ????

Python ???? ?? Jupyter ????? DeepSeek ?????? ?? ????.

 DS? DeepSeek? ?? ???? 

3. ??? ??

DeepSeek? ?? ??? ??? ?????. ???? ???? ??????? ??? ???? ???? ?????? ? ? ????. ?? ??:

 deepseek.data import load_data??

Train_Data, Train_Labels = load_data ( '/path/to/train_data/')
test_data, test_labels = load_data ( '/path/to/test_data/')

4. ?? ??

??? ??? ???? ?? ? ?? ??? ??????. ?? ?? ??? ?? ??? ???? ??????.

 model = ds.Models.Sequential ()
model.add (ds.layers.dense (64, activation = 'relu', input_shape = (784,)))))
model.add (ds.layers.dropout (0.5))
model.add (ds.layers.dense (10, activation = 'softmax')))

5. ?? ???

??? ??? ? ? ???, ?? ?? ? ?? ???? ???????. ?? ??:

 model.compile (Optimizer = 'Adam', Loss = 'Carementorical_crossentropy', metrics = [ '???']))))

6. ?? ??

?? ???? ???? ?? ?? :

 history = model.fit (train_data, train_labels, batch_size = 128, epochs = 20, verbose = 1, validation_data = (test_data, test_labels))

7. ?? ??

??? ??? ??? ???? ?? ?? ?? :

 score = model.evaluate (test_data, test_labels, verbose = 0)
print ( '??? ?? :', ?? [0])
?? ( '??? ??? :', ?? [1])

8. ?? ??

DeepSeek? ?? ?? ?? ??? ???? ??? ??????? ?? ??? ?? ? ? ????. ?? ?? Tensorboard? ???? ?? ????? ??????.

 DeepSeek?? Callbacks ?? ?? Tensorboard

tb_callback = tensorboard (log_dir = './logs/')
model.fit (x_train, y_train, epochs = 20, batch_size = 128, ?? = [tb_callback]) 

9. ??? ??

?? ??? ??? ????? ?? ??? ?? ??? ???? ?? ??? ??? ?? ? ? ????. ?? ??:

 data_gen = ds.preprocessing.image.ImagedAtagenerator (
    rotation_range = 10, width_shift_range = 0.1, height_shift_range = 0.1,
    shear_range = 0.1, Zoom_range = 0.1, horizontal_flip = true
))
data_gen.fit (x_train)

?? ?? ??? ?? ? ?? ??? ???? ??????.

?? ??? ?? Python? ???? ? ?? ???? ??? ?? DeepSeek?? ?? ? ? ????. /path/to/train_data/ ? /path/to/test_data/ ?? ??? ??? ???????.

? ??? Python?? ??? ???? ?? -Deepseek Python Call Method Guide? ?? ?????. ??? ??? PHP ??? ????? ?? ?? ??? ?????!