I will like to install Tensorflow and Keras on my PC. I use 32 bits OS. I learnt Tensorflow is not compatible with 32 bits. I cannot upgrade my OS to 64 bits since my hardware does not support it. I have learnt one or two things about cloud computing but I only know about how I can use it for storage purposes. My question is, can I install Tensorflow and keras on cloud and somehow use them on my …

My task is to classify free text originated from customer complaints about our product. I have created a Taxonomy and have around 10 different categories. I've realized that these categories include keywords. Example: "Customer doesn't understand how to use the product". Keywords: understand, knowledge, know, aware. Record: Training, Customer doesn't understand how to use the product I'm using Google Prediction API. When training the model, I would categorize previous text as: "Customer doesn't understand how to use the product" - …

Do I need to change my existing code I used to train neural network from my PC. here is my current code. Model = Sequential() Model.add(Convolution2D(32,3,3, input_shape=(128,128,3),activation="relu")) Model.add(MaxPooling2D(pool_size=(2,2))) Model.add(Convolution2D(32,3,3,activation="relu")) Model.add(MaxPooling2D(pool_size=(2,2))) Model.add(Flatten()) Model.add(Dense(output_dim =128, activation= 'relu')) Model.add(Dense(output_dim =1, activation= 'sigmoid')) Model.compile(optimizer="adam", loss = 'binary_crossentropy', metrics= ["accuracy"]) train_datagen = ImageDataGenerator( rescale=1./255, shear_range=0.2, zoom_range=0.2, horizontal_flip=True) test_datagen = ImageDataGenerator(rescale=1./255) traning_set = train_datagen.flow_from_directory( 'data/train_set', target_size=(64, 64), batch_size=32, class_mode='binary') test_set = test_datagen.flow_from_directory( 'data/test_set', target_size=(64, 64), batch_size=32, class_mode='binary') classifier.fit_generator( traning_set, steps_per_epoch=204, epochs=20, validation_data=test_set, validation_steps=101) classifier.save('mymodel.h5')

I am looking to pick up the knowledge/software skills to move towards becoming an end to end deep learning engineer. By this I mean handling the following on my own: preprocess big data at low latency design & train deep learning models on massive data deploy models to serve predictions at massive scale stream/preprocess incoming data to update models in real time Which cloud platform would you choose to do this? GCP: Allows me to do the above with the …

I'm new to ML. I'm taking over a Classification project which involves analyzing data for customers which returned a product and I need to determine the return reason (~10 categories). This data was captured at the counter, and could include words like: LGTM (Looks good to me) NFF (No fault found), etc. I have a training set of 1000 records and when using Google Prediction API I get a "classificationAccuracy" value of "0.82" and 10 labels. Questions: 1. Any recommended …

I'm trying to analyze my training model, Google Prediction API provides analyze method to get insights for the model. Currently I want to improve confidence levels, for my predictions, I haven't found any documentation in how to read this ConfusionMatrix, any insights will be great: { "kind": "prediction#analyze", "id": "modelX", "selfLink": "https://www.googleapis.com/prediction/v1.6/projects/projectX/trainedmodels/modelX/analyze", "dataDescription": { "outputFeature": { "text": [ { "value": "labelA", "count": "681" }, { "value": "labelB", "count": "127" }, { "value": "labelC", "count": "814" }, { "value": "labelD", "count": …

I'm using Google prediction API and I need to perform tag categorization for free text. So when I receive a text like "Cant update application" is tagged with #Apps #General #CantUpdate. My categories exist in 3 different levels. Level1 Level2 Level3 Description Apps General CantUpdate "Cannot update applications" Network Wifi CantConnect "Cant connect to internet" I need to perform multiple tag categorization. I was thinking in have multiple lines for this. Tag Description Apps "Cannot update applications" General "Cannot update …