matplotlib example keras remote training 0 (snippet)

Python matplotlib example 'keras remote training 0'

Modules used in program:

import talos as ta
import keras
import tensorflow as tf
import seaborn as sns
import matplotlib.pyplot as plt
import matplotlib
import pandas as pd
import numpy as np
import botocore
import boto3
import pwd
import os

python keras remote training 0

Python matplotlib example: keras remote training 0

# Setup control options
control = {
    'pip': False,                         # install packages in this notebook
    'experiment_name': 'wine_quality_1',  # for talos scan
    'run_scan': True,                     # whether to execute scan
    'upload_results': True,               # upload results to S3 or use local file
    'download_results': True,             # download results from S3 or use local file
    's3bucket': 'keras-remote-training'   # can be None if using only local files
}

results_filename = control['experiment_name'] + '.csv'
deploy_filename = control['experiment_name'] + '.zip'

# Optional install of packages for standalone notebooks
if control['pip'] == False:
    print('Skipping install of python packages')
else:
    !pip install -r requirements.txt # IPython only


# Start imports
import os
import pwd
from collections import OrderedDict

import boto3
import botocore

import numpy as np
import pandas as pd
from sklearn.utils.class_weight import compute_class_weight
from sklearn.metrics import classification_report
from sklearn.metrics import roc_auc_score

import matplotlib
if pwd.getpwuid(os.getuid())[0] == 'kerasdeploy':
    print('Using agg backend for matplotlib')
    matplotlib.use("agg")
import matplotlib.pyplot as plt

import seaborn as sns

import tensorflow as tf
import keras

import talos as ta
from talos import model as ta_model
from talos.metrics.keras_metrics import precision, recall, f1score, matthews

Python links

Learn Python: https://pythonbasics.org/
Python Tutorial: https://pythonprogramminglanguage.com