Om Chaithanya V omchaithanyav

## gist:176a197987c35e651db7f34134f2758a
aml.predict(X_val)

## gist:d69bd9b6a158b47b10e2b6b60db1df09
aml.get_best_model()

## gist:c00d05346ed30ffe0868534721d84111
from flashML import autoML
aml = autoML()
aml.fit(X_train, X_test, y_train, y_test, "classification", "f1_score")

## gist:59e0a6dba7119bc8905607c7dc88a4f1
pip install flashML

## gist:8596517068896a6e96090ca5fb6c8303
print(automl.model)

## gist:8d3b3a9b4494d7f04fbc968fcc32b66e
from flaml import AutoML

automl = AutoML()

automl_settings = {
    "time_budget": 10,
    "metric": 'accuracy',
    "task": 'classification',
}

## gist:cd768f065303fd49f3dc43865230c044
from flaml import AutoML

# Initialize
automl = AutoML()

# Specify the constraints
automl_settings = {
    "time_budget": 10,  # in seconds
    "metric": 'accuracy',
    "task": 'classification',

## gist:867dea93a9de8d8309810b14ce093ca5
!pip install flaml

## gist:eac6a6a0be98d047a4dc769a2a282fce
Sentiment_Analysis = hub.Module(name = "senta_bilstm")
test_text = ["Believing in yourself means having faith in your own capabilities"]
print(Sentiment_Analysis.sentiment_classify(texts = test_text))

## gist:4bcf67ba1a800435593ff19901468062
Lexical_Analysis = hub.Module(name = "lac")
test_text = ["I am an immortal"]
print(Lexical_Analysis.lexical_analysis(texts = test_text))
	from flashML import autoML
	aml = autoML()
	aml.fit(X_train, X_test, y_train, y_test, "classification", "f1_score")
	from flaml import AutoML

	automl = AutoML()

	automl_settings = {
	"time_budget": 10,
	"metric": 'accuracy',
	"task": 'classification',
	}
	from flaml import AutoML

	# Initialize
	automl = AutoML()

	# Specify the constraints
	automl_settings = {
	"time_budget": 10, # in seconds
	"metric": 'accuracy',
	"task": 'classification',
	Sentiment_Analysis = hub.Module(name = "senta_bilstm")
	test_text = ["Believing in yourself means having faith in your own capabilities"]
	print(Sentiment_Analysis.sentiment_classify(texts = test_text))
	Lexical_Analysis = hub.Module(name = "lac")
	test_text = ["I am an immortal"]
	print(Lexical_Analysis.lexical_analysis(texts = test_text))