Tag: Keras

  • Multi-Label Keras CNN Image Classification of MNIST Fashion Clothing

    Multi-Label Keras CNN Image Classification of MNIST Fashion Clothing

    The Fashion MNIST Dataset Fashion-MNIST is a dataset of Zalando’s article images—consisting of a training set of 60,000 examples and a test set of 10,000 examples. Each example is a 28×28 grayscale image, associated with a label from 10 classes: Each image pixel has a single pixel-value associated with it, indicating the lightness or darkness…

  • Short-term Stock Market Price Prediction using Deep Learning Models

      This blog is about short-term stock market price trend prediction using a comprehensive deep learning LSTM model. Results show that the model achieves overall high accuracy for stock market trend prediction. The following end-to-end sequence provides the detailed Python/Jupyter workflow from data processing to prediction, including the data exploration: 1. Data Preparation Phase #import libraries import…

  • Supervised ML/AI Stock Prediction using Keras LSTM Models

      (the image was created using Visme [1]). Introduction Stock markets are analyzed either technically or fundamentally [2]. Fundamental analysis studies supply and demand relationships that define the stock price at any given time. Technical analysis uses specialized methods of predicting prices by analyzing past price patterns and levels. There are many techniques used to examine stock…