data science for lazy people, automated machine learning · data science for lazy people, automated...
TRANSCRIPT
![Page 1: Data science for lazy people, Automated Machine Learning · Data science for lazy people, Automated Machine Learning Big Data Days Moscow 2019 Diego Hueltes @diegohueltes](https://reader033.vdocument.in/reader033/viewer/2022042220/5ec60957f93b2b072f30b7b0/html5/thumbnails/1.jpg)
Data science for lazy people,
Automated Machine LearningBig Data Days Moscow 2019
Diego Hueltes@diegohueltes
![Page 2: Data science for lazy people, Automated Machine Learning · Data science for lazy people, Automated Machine Learning Big Data Days Moscow 2019 Diego Hueltes @diegohueltes](https://reader033.vdocument.in/reader033/viewer/2022042220/5ec60957f93b2b072f30b7b0/html5/thumbnails/2.jpg)
https://www.sli.do
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Raw data Data Cleaning
Feature Selection
Feature Preprocessing
FeatureConstruction
Model Selection
Parameter Optimization
Model Validation
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Raw data Data Cleaning
Feature Selection
Feature Preprocessing
FeatureConstruction
Model Selection
Parameter Optimization
Model Validation
![Page 5: Data science for lazy people, Automated Machine Learning · Data science for lazy people, Automated Machine Learning Big Data Days Moscow 2019 Diego Hueltes @diegohueltes](https://reader033.vdocument.in/reader033/viewer/2022042220/5ec60957f93b2b072f30b7b0/html5/thumbnails/5.jpg)
Data cleaning
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Data cleaning
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Data cleaning
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Raw data Data Cleaning
Feature Selection
Feature Preprocessing
FeatureConstruction
Model Selection
Parameter Optimization
Model Validation
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Feature selection
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Feature selection
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Raw data Data Cleaning
Feature Selection
Feature Preprocessing
FeatureConstruction
Model Selection
Parameter Optimization
Model Validation
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Feature preprocessing
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Raw data Data Cleaning
Feature Selection
Feature Preprocessing
FeatureConstruction
Model Selection
Parameter Optimization
Model Validation
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Feature construction
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Raw data Data Cleaning
Feature Selection
Feature Preprocessing
FeatureConstruction
Model Selection
Parameter Optimization
Model Validation
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Model selection
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Raw data Data Cleaning
Feature Selection
Feature Preprocessing
FeatureConstruction
Model Selection
Parameter Optimization
Model Validation
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Parameter optimizationRandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',
max_depth=2, max_features='auto', max_leaf_nodes=None,
min_impurity_decrease=0.0, min_impurity_split=None,
min_samples_leaf=1, min_samples_split=2,
min_weight_fraction_leaf=0.0, n_estimators=10, n_jobs=1,
oob_score=False, random_state=0, verbose=0, warm_start=False)
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Raw data Data Cleaning
Feature Selection
Feature Preprocessing
FeatureConstruction
Model Selection
Parameter Optimization
Model Validation
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Model validation
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Raw data Data Cleaning
Feature Selection
Feature Preprocessing
FeatureConstruction
Model Selection
Parameter Optimization
Model Validation
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lazyUnwilling to work or use energy
Oxford dictionary
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lazyUnwilling to work or use energyin repetitive tasks
Oxford dictionaryDiego dictionary
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Raw data Data Cleaning
Feature Selection
Feature Preprocessing
FeatureConstruction
Model Selection
Parameter Optimization
Model Validation
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Automated Machine Learning
TPOT
Auto-Sklearn
Auto-Weka
Machine-JS
DataRobot
BigML
auto_ml
Google Cloud AutoML
AutoKeras
H2O AutoML
...
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TPOT is a Python tool that automatically creates and optimizes machine learning pipelines using genetic programming.
https://github.com/EpistasisLab/tpot
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auto-sklearn frees a machine learning user from algorithm selection and hyperparameter
tuning. It leverages recent advantages in Bayesian optimization, meta-learning and
ensemble construction
auto-sklearn
https://github.com/automl/auto-sklearn
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Geneticprogramming
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Source: http://www.genetic-programming.org/gpbook4toc.html
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Source: http://w3.onera.fr/smac/?q=tracker
Mutation Crossover
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Bayesianoptimization
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source: https://advancedoptimizationatharvard.wordpress.com/2014/04/28/bayesian-optimization-part-ii/
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TPOT is a Python tool that automatically creates and optimizes machine learning pipelines using genetic programming.
https://github.com/EpistasisLab/tpot
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TPOTfrom tpot import TPOTClassifier, TPOTRegressor
tpot = TPOTClassifier()
tpot.fit(X_train, y_train)
predictions = tpot.predict(X_test)
tpot = TPOTRegressor()
tpot.fit(X_train, y_train)
predictions = tpot.predict(X_test)
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TPOT - configurationTPOTClassifier( config_dict = {
'sklearn.ensemble.RandomForestClassifier' : {
'n_estimators' : [100],
'criterion' : ["gini", "entropy"],
'max_features' : np.arange( 0.05, 1.01, 0.05),
'min_samples_split' : range(2, 21),
'min_samples_leaf' : range(1, 21),
'bootstrap' : [True, False]
},
'sklearn.feature_selection.RFE' : {
'step': np.arange( 0.05, 1.01, 0.05),
'estimator' : {
'sklearn.ensemble.ExtraTreesClassifier' : {
'n_estimators' : [100],
'criterion' : ['gini', 'entropy'],
'max_features' : np.arange( 0.05, 1.01, 0.05)
}
}
}
})
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auto-sklearn frees a machine learning user from algorithm selection and hyperparameter
tuning. It leverages recent advantages in Bayesian optimization, meta-learning and
ensemble construction
auto-sklearn
https://github.com/automl/auto-sklearn
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auto-sklearn
Source: http://papers.nips.cc/paper/5872-efficient-and-robust-automated-machine-learning.pdf
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auto-sklearnimport autosklearn.classification
import autosklearn.regression
automl = autosklearn.classification.AutoSklearnClassifier()
automl.fit(X_train, y_train)
predictions = automl.predict(X_test)
automl = autosklearn.regression.AutoSklearnRegressor()
automl.fit(X_train, y_train)
predictions = automl.predict(X_test)
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auto-sklearn custom config
include_estimators
exclude_estimators
include_preprocessors
ex clude_preprocessors
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Olive oil full dataset...
Test in Google Colab, clean dataset.
TPOT: 55% Accuracy
auto-sklearn: 56% Accuracy
H2O automl: 51% Accuracy
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Benchmarking Automatic Machine Learning Frameworks
Adithya Balaji, Alexander Allen
https://arxiv.org/abs/1808.06492
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Automated Machine Learning — A Paradigm Shift That Accelerates Data Scientist Productivity @ Airbnb
https://medium.com/airbnb-engineering/automated-machine-learning-a-paradigm-shift-that-accelerates-data-scientist-productivity-airbnb-f1f8a10d61f8
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What about neural networks?
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http://www.asimovinstitute.org/neural-network-zoo/
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http://torch.cogbits.com/doc/tutorials_supervised/
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https://towardsdatascience.com/deep-learning-4-embedding-layers-f9a02d55ac12
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TensorFlow (With Keras)
model = tf.keras.models.Sequential([ tf.keras.layers.Flatten(input_shape=(28, 28)), tf.keras.layers.Dense(128, activation='relu'), tf.keras.layers.Dropout(0.2), tf.keras.layers.Dense(10, activation='softmax')])
model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])
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Auto-Keras provides functions to automatically search for architecture and hyperparameters
of deep learning models.
https://autokeras.com/
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AutoKeras
import autokeras as ak
clf = ak.ImageClassifier(max_trials=100)
clf.fit(x_train, y_train)
y = clf.predict(x_test, y_test)
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AutoKeras
ImageClassifier()
ImageRegressor()
TextClassifier()
TextRegressor()
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Demotime!
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Automated Machine Learning
- Beginners- Exploratory analysis- Selective discovering- New ideas for your model- Model optimization
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Progress isn’t made by early risers. It’s made by lazy people trying to find easier ways to do something.
– Robert A. Heinlein
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Thank you!
@diegohueltes
DiegoHueltes
Diego Hueltes
https://www.hueltes.com/automl