{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] } ], "source": [ "import keras\n", "from keras.models import Sequential, Model, load_model\n", "from keras.layers import Dense, Dropout, Flatten, Input, Lambda, Concatenate\n", "from keras.layers import Conv1D, MaxPooling1D\n", "from keras.callbacks import ModelCheckpoint, EarlyStopping\n", "from keras import backend as K\n", "import keras.losses\n", "\n", "import tensorflow as tf\n", "\n", "import pandas as pd\n", "\n", "import os\n", "import numpy as np\n", "\n", "import scipy.sparse as sp\n", "import scipy.io as spio\n", "\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm\n", "\n", "import isolearn.io as isoio\n", "import isolearn.keras as iso\n", "\n", "from scipy.stats import pearsonr\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "