From 3a8a4c0de8ceb476590419fbac356688f3f3acce Mon Sep 17 00:00:00 2001 From: fabio fumarola Date: Fri, 24 Mar 2017 20:00:45 +0100 Subject: [PATCH] fiexed issues to support python 3 --- .gitignore | 2 ++ lstm.py | 11 +++---- stockdemo.ipynb | 83 +++++++++++++++++++++++++++++++------------------ 3 files changed, 59 insertions(+), 37 deletions(-) create mode 100644 .gitignore diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..212d545 --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +.ipynb_checkpoints +__pycache__ diff --git a/lstm.py b/lstm.py index b9bfec3..48e18d8 100644 --- a/lstm.py +++ b/lstm.py @@ -14,10 +14,9 @@ def plot_results_multiple(predicted_data, true_data, prediction_len): fig = plt.figure(facecolor='white') ax = fig.add_subplot(111) ax.plot(true_data, label='True Data') - print 'yo' #Pad the list of predictions to shift it in the graph to it's correct start for i, data in enumerate(predicted_data): - padding = [None for p in xrange(i * prediction_len)] + padding = [None for p in range(i * prediction_len)] plt.plot(padding + data, label='Prediction') plt.legend() plt.show() @@ -76,7 +75,7 @@ def build_model(layers): start = time.time() model.compile(loss="mse", optimizer="rmsprop") - print "Compilation Time : ", time.time() - start + print("Compilation Time : ", time.time() - start) return model def predict_point_by_point(model, data): @@ -89,7 +88,7 @@ def predict_sequence_full(model, data, window_size): #Shift the window by 1 new prediction each time, re-run predictions on new window curr_frame = data[0] predicted = [] - for i in xrange(len(data)): + for i in range(len(data)): predicted.append(model.predict(curr_frame[newaxis,:,:])[0,0]) curr_frame = curr_frame[1:] curr_frame = np.insert(curr_frame, [window_size-1], predicted[-1], axis=0) @@ -98,10 +97,10 @@ def predict_sequence_full(model, data, window_size): def predict_sequences_multiple(model, data, window_size, prediction_len): #Predict sequence of 50 steps before shifting prediction run forward by 50 steps prediction_seqs = [] - for i in xrange(len(data)/prediction_len): + for i in range(len(data) // prediction_len): curr_frame = data[i*prediction_len] predicted = [] - for j in xrange(prediction_len): + for j in range(prediction_len): predicted.append(model.predict(curr_frame[newaxis,:,:])[0,0]) curr_frame = curr_frame[1:] curr_frame = np.insert(curr_frame, [window_size-1], predicted[-1], axis=0) diff --git a/stockdemo.ipynb b/stockdemo.ipynb index 06506a6..3f13b83 100644 --- a/stockdemo.ipynb +++ b/stockdemo.ipynb @@ -4,7 +4,9 @@ "cell_type": "code", "execution_count": 1, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { @@ -24,9 +26,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -36,16 +40,18 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 12, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "compilation time : 0.0409510135651\n" + "compilation time : 0.0225069522857666\n" ] } ], @@ -70,14 +76,16 @@ "\n", "start = time.time()\n", "model.compile(loss='mse', optimizer='rmsprop')\n", - "print 'compilation time : ', time.time() - start" + "print('compilation time : ', time.time() - start)" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 13, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { @@ -85,17 +93,35 @@ "output_type": "stream", "text": [ "Train on 3523 samples, validate on 186 samples\n", - "Epoch 1/1\n", - "3523/3523 [==============================] - 8s - loss: 0.0098 - val_loss: 0.0011\n" + "Epoch 1/10\n", + "3523/3523 [==============================] - 11s - loss: 0.0284 - val_loss: 9.9175e-04\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n", + "Epoch 2/10\n", + "3523/3523 [==============================] - 9s - loss: 0.0013 - val_loss: 7.6911e-04\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n", + "Epoch 3/10\n", + "3523/3523 [==============================] - 9s - loss: 0.0012 - val_loss: 7.2653e-04\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n", + "Epoch 4/10\n", + "3523/3523 [==============================] - 9s - loss: 0.0011 - val_loss: 6.9735e-04\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n", + "Epoch 5/10\n", + "3523/3523 [==============================] - 9s - loss: 0.0011 - val_loss: 8.0511e-04\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n", + "Epoch 6/10\n", + "3523/3523 [==============================] - 9s - loss: 0.0011 - val_loss: 5.7205e-04\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n", + "Epoch 7/10\n", + "3523/3523 [==============================] - 9s - loss: 9.0543e-04 - val_loss: 5.9456e-04\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n", + "Epoch 8/10\n", + "3523/3523 [==============================] - 9s - loss: 7.9576e-04 - val_loss: 6.3790e-04\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n", + "Epoch 9/10\n", + "3523/3523 [==============================] - 9s - loss: 0.0010 - val_loss: 5.7514e-04\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n", + "Epoch 10/10\n", + "3523/3523 [==============================] - 9s - loss: 7.4062e-04 - val_loss: 4.8183e-04\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 5, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -106,29 +132,24 @@ " X_train,\n", " y_train,\n", " batch_size=512,\n", - " nb_epoch=1,\n", - " validation_split=0.05)" + " nb_epoch=10,\n", + " validation_split=0.10)" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 14, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "yo\n" - ] - }, { "data": { - "image/png": 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U/v7+AIDIyEi0bt0aiYmJ2Lt3L8aPH1+jvlQqha2trV76IhaLIRaLddYex3GwsrLSWXtN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\nIkRERKSa/wOTJqGGxV9uoQAAAABJRU5ErkJggg==\n", 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vDBNJ2AsLKfnjn4iaPJmkW8MvQ1JdYubbD/PIyE5g/MVdo6LrFET07sndpNdQ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