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140 results

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Keras
Deep Learning Neural network Sequence analysis Text analysis Text processing Image classification LSTM
  1. Go to item
    Workflow
    Simple CNN for Image Classification
    Deep learning Keras Image classification
    Train a CNN model to classify MNIST images. - Define network structure - Prepare and read the dataset - Preprocess images - Train…
    knime > Academic Alliance > Guide to Intelligent Data Science > Exercises > Chapter9_MNIST_Classification > Image_Classification_MNIST_Solution
    0
    knime
  2. Go to item
    Workflow
    Simple CNN for Image Classification
    Deep learning Keras Image classification
    Train a CNN model to classify MNIST images. - Define network structure - Prepare and read the dataset - Preprocess images - Train…
    knime > Academic Alliance > Guide to Intelligent Data Science > Exercises > Chapter9_MNIST_Classification > Image_Classification_MNIST_Exercise
    0
    knime
  3. Go to item
    Workflow
    ECG Heartbeat Classification Dataset (PTB)
    ECG Conv1D Neural Network
    +4
    This ECG dataset is provided by Physikalisch-Technische Bundesanstalt (PTB) and is available on Kaggle (https://www.kaggle.com/sh…
    knime > Digital Healthcare > ECG Arrythmia Detection > ecg_cnn_ptb
    1
    knime
  4. Go to item
    Workflow
    Glucose TSA
    Keras Forecasting Sensor
    +6
    This workflow uses sensor data from a wearable glucose monitoring device to generate 30 minute forecasts for glucose levels, then…
    knime > Codeless Time Series Analysis with KNIME > Chapter 9 > Glucose TSA
    0
    knime
  5. Go to item
    Workflow
    Classifying Images of Cats and Dogs - Deployment
    Deep learning Keras Image classification
    +3
    This workflow reads images of cats and dogs and applies a trained CNN to classify whether there is a dog or a cat on an image. Re…
    knime > Machine Learning and Marketing > Other Analytics > Image Analysis > Image Classification > 02_Classifying_Cats_and_Dogs_Deployment
    0
    knime
  6. Go to item
    Workflow
    Preprocessing
    Image Analysis Deep Learning Keras
    +1
    The workflow reads the downloaded image files and partitions into a training and hold-out set. Images are then split into multipl…
    knime > Examples > 50_Applications > 31_Histopathology_Blog_Post > _legacy_version > 01_Preprocessing
    0
    knime
  7. Go to item
    Workflow
    ECG MIT-BIH Data Analysis and Modelling
    ECG Arrhythmia CNN
    +6
    This is also the ECG dataset from Kaggle, put together from PhysioNet MIT-BIH Arrhythmia (https://www.kaggle.com/shayanfazeli/hea…
    knime > Digital Healthcare > ECG Arrythmia Detection > ecg_cnn_mit
    1
    knime
  8. Go to item
    Workflow
    Building a Sentiment Analysis Predictive Model - Deep Learning using an RNN
    Sentiment analysis Sentiment Machine learning
    +4
    This workflow uses a Kaggle Dataset including 14K customer tweets towards six US airlines (https://www.kaggle.com/crowdflower/twi…
    knime > Machine Learning and Marketing > Consumer Mindset Metrics > Sentiment Analysis > Deep Learning > Building Sentiment Predictor - Deep Learning
    1
    knime
  9. Go to item
    Workflow
    02_LSTM_Network
    Time Series Prediction Energy Usage
    +4
    This workflow predicts time series (energy consumption) by an LSTM network with lagged values as input. The trained model is then…
    knime > Education > Courses > L4-TS Introduction to Time Series Analysis > Supplementary Workflows > 02_LSTM_Network
    0
    knime
  10. Go to item
    Workflow
    Adult data income classification with ANN
    Neural network Keras Integer encoding
    +2
    Exercise of the L4-DL Introduction to Deep Learning Course. The dataset contains some demographic information from 32k adults col…
    knime > Education > Courses > L4-DL Introduction to Deep Learning > Session1 > Exercises > 02_Adult_Data_Classification_Exercise
    0
    knime
  11. Go to item
    Workflow
    Adult data income classification with ANN
    Neural network Keras Integer encoding
    +2
    Exercise of the L4-DL Introduction to Deep Learning Course. The dataset contains some demographic information from 32k adults col…
    knime > Education > Courses > L4-DL Introduction to Deep Learning > Session1 > Solutions > 02_Adult_Data_Classification_Solution
    0
    knime
  12. Go to item
    Workflow
    Keras Autoencoder for Fraud Detection - Training
    Autoencoder Keras Neural network
    +13
    Exercise of the L4-DL Introduction to Deep Learning Course. The goal of this exercise is to train an autoencoder model to detect …
    knime > Education > Courses > L4-DL Introduction to Deep Learning > Session2 > Exercises > 01_Fraud_Detection_Training_Exercise
    0
    knime
  13. Go to item
    Workflow
    Keras Autoencoder for Fraud Detection - Deployment
    Autoencoder Keras Neural network
    +16
    Exercise of the L4-DL Introduction to Deep Learning Course. The goal of this exercise is to apply a trained autoencoder to new tr…
    knime > Education > Courses > L4-DL Introduction to Deep Learning > Session2 > Exercises > 02_Fraud_Detection_Deployment_Exercise
    0
    knime
  14. Go to item
    Workflow
    Keras Autoencoder for Fraud Detection - Training
    Autoencoder Keras Neural network
    +13
    Exercise of the L4-DL Introduction to Deep Learning Course. The goal of this exercise is to train an autoencoder model to detect …
    knime > Education > Courses > L4-DL Introduction to Deep Learning > Session2 > Solutions > 01_Fraud_Detection_Training_Solution
    0
    knime
  15. Go to item
    Workflow
    Keras Autoencoder for Fraud Detection - Deployment
    Autoencoder Keras Neural network
    +16
    Exercise of the L4-DL Introduction to Deep Learning Course. The goal of this exercise is to apply a trained autoencoder to new tr…
    knime > Education > Courses > L4-DL Introduction to Deep Learning > Session2 > Solutions > 02_Fraud_Detection_Deployment_Solution
    0
    knime
  16. Go to item
    Workflow
    Simple CNN for Image Classification
    Deep learning Keras Image classification
    +2
    Exercise of the L4-DL Introduction to Deep Learning Course. Train a CNN model to classify handwritten digit images with the corre…
    knime > Education > Courses > L4-DL Introduction to Deep Learning > Session4 > Exercises > Image_Classification_MNIST_Exercise
    0
    knime
  17. Go to item
    Workflow
    Simple CNN for Image Classification
    Deep learning Keras Image classification
    +2
    Exercise of the L4-DL Introduction to Deep Learning Course. Train a CNN model to classify handwritten digit images with the corre…
    knime > Education > Courses > L4-DL Introduction to Deep Learning > Session4 > Solutions > Image_Classification_MNIST_Solution
    0
    knime
  18. Go to item
    Workflow
    Keras Autoencoder for Fraud Detection - Integrated Deployment
    Autoencoder Keras Neural network
    +13
    This workflow replicates the exercises of session 2, combining training and deployment using Integrated deployment. The purple bo…
    knime > Education > Courses > L4-DL Introduction to Deep Learning > Supplementary workflows > Autoencoder > 01_Fraud_Detection_Integrated_Deployment
    0
    knime
  19. Go to item
    Workflow
    Keras Autoencoder for Fraud Detection - Integrated Deployment Call
    Autoencoder Keras Neural network
    +16
    This workflow executes the model generated by the Integrated deployment to get a prediction of fraudolent transaction.
    knime > Education > Courses > L4-DL Introduction to Deep Learning > Supplementary workflows > Autoencoder > 02_Fraud_Detection_Call
    0
    knime
  20. Go to item
    Workflow
    Http attack detection by autoencoder
    Autoencoder Keras Neural network
    +1
    Train an autoencoder to detect attacks via http connections on a computer network
    knime > Education > Courses > L4-DL Introduction to Deep Learning > Supplementary workflows > Autoencoder > 03_Http_Attack_Detect_Solution
    0
    knime

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