Mind Foundry Analyze Python Client
Project description
Mind Foundry Analyze is a Data Science workbench developed by Mind Foundry.
This Python client makes it easier to interact with the API and integrate with other Python libraries.
Quick start:
from mindfoundry.client.analyze import create_project_api_client
client = create_project_api_client(YOUR_INSTANCE_URL, YOUR_CLIENT_ID, YOUR_CLIENT_SECRET)
with open('./your-training-data.csv', 'rb') as data:
data_set_id = client.create_file_data_set(data, 'Your Data Set Name', 'Your description')
model_id = client.create_classification_model('Your Model Name', data_set_id, 'Target Column')
with open('./your-prediction-data.csv', 'rb') as other_data:
other_data_set_id = client.create_file_data_set(other_data, 'Prediction Data')
prediction_id = client.create_prediction(model_id, other_data_set_id, 'Your Prediction Name')
client.download_prediction_as_csv(prediction_id, './your-output-file.csv')
You can also create a data set from a Pandas DataFrame, or an array of dicts, or an array of arrays:
data_dicts = [{'a': 1, 'b': 2}, {'a': 3}, {'b': 4}]
client.create_file_data_set(data_dicts, 'Array of dicts')
df = pd.DataFrame(data_dicts)
client.create_file_data_set(df, 'Pandas DataFrame')
data_arrays = [[1, 2, 3], [4, 5, 6], [7, 8, 9]]
client.create_file_data_set(data_arrays, 'Array of arrays')
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