Tag Archives: sklearn

How to setup Dropout Regularization in Keras

(How to setup Dropout Regularization in Keras) In this Learn through Codes example, How to setup Dropout Regularization in Keras.  Dropout_Regularization_on_the_Visible_Layer Python Example for Beginners Special 95% discount 2000+ Applied Machine Learning & Data Science Recipes Portfolio Projects for Aspiring Data Scientists: Tabular Text & Image Data Analytics as well as Time Series Forecasting …

Beginner’s Data Science Project 001 – Data Science Project on President Heights

Data Science Project on President Heights   If you are a beginner in Data Science you must solve this project, as you will learn a lot about working on Data, that comes from a csv file or any other formats. This data is available in the file heights.csv, which is a simple comma-separated list of labels …

Binary Classification – Smaller Keras Model in Python with Standardized data

(Binary Classification – Smaller Keras Model in Python with Standardized data) In this Learn through Codes example, you will learn Binary Classification – Smaller Keras Model in Python with Standardized data.  Binary_Classification_Smaller_Keras_Model_in_Python_with_Standardized_data   Python Example for Beginners Special 95% discount 2000+ Applied Machine Learning & Data Science Recipes Portfolio Projects for Aspiring Data Scientists: …

Binary Classification with Sonar Dataset: Baseline Keras Model in Python with Standardized data

  (Binary Classification with Sonar Dataset: Baseline Keras Model in Python with Standardized data) In this Learn through Codes example, you will learn Binary Classification with Sonar Dataset: Baseline Keras Model in Python with Standardized data.  Baseline_Keras_Model_in_Python_with_Standardized_data   Python Example for Beginners Special 95% discount 2000+ Applied Machine Learning & Data Science Recipes Portfolio …

Machine Learning algorithm Pipeline in Python using scikit-learn

(Machine Learning algorithm Pipeline in Python using scikit-learn) In this Learn through Codes example, you will learn Machine Learning algorithm Pipeline in Python using scikit-learn.  Machine_Learning_algorithm_Pipeline_in_Python_using_scikit_learn Python Example for Beginners Special 95% discount 2000+ Applied Machine Learning & Data Science Recipes Portfolio Projects for Aspiring Data Scientists: Tabular Text & Image Data Analytics as …

Bagging Ensemble Machine Learning algorithms in Python using scikit-learn

(Bagging Ensemble Machine Learning algorithms in Python using scikit-learn) In this Learn through Codes example, you will learn Bagging Ensemble Machine Learning algorithms in Python using scikit-learn.  Bagging_Ensemble_Machine_Learning_algorithms_in_Python_using_scikit_learn   Python Example for Beginners Special 95% discount 2000+ Applied Machine Learning & Data Science Recipes Portfolio Projects for Aspiring Data Scientists: Tabular Text & Image …

How to compare machine learning algorithms in Python using sklearn

(How to compare machine learning algorithms in Python using sklearn) In this Learn through Codes example, you will learn How to compare machine learning algorithms in Python using sklearn.  Compare_machine_learning_algorithms_in_Python_using_sklearn Python Example for Beginners Special 95% discount 2000+ Applied Machine Learning & Data Science Recipes Portfolio Projects for Aspiring Data Scientists: Tabular Text & …

Keras Deep Learning with Grid Search using sklearn

(Keras Deep Learning with Grid Search using sklearn) In this Learn through Codes example, you will learn Keras Deep Learning with Grid Search using sklearn.  Keras_Deep_Learning_with_Grid_Search_using_sklearn Python Example for Beginners Special 95% discount 2000+ Applied Machine Learning & Data Science Recipes Portfolio Projects for Aspiring Data Scientists: Tabular Text & Image Data Analytics as …

Keras Deep Learning with 10-fold cross validation using sklearn

(Keras Deep Learning with 10-fold cross validation using sklearn) In this Learn through Codes example, you will learn Keras Deep Learning with 10-fold cross validation using sklearn.  Keras_Deep_Learning_with_10-fold_cross_validation_using_sklearn Python Example for Beginners Special 95% discount 2000+ Applied Machine Learning & Data Science Recipes Portfolio Projects for Aspiring Data Scientists: Tabular Text & Image Data …

Regression Machine Learning Algorithms in Python with scikit-learn

(Regression Machine Learning Algorithms in Python with scikit-learn) In this Learn through Codes example, you will learn Regression Machine Learning Algorithms in Python with scikit-learn.  Regression_Machine_Learning_Algorithms_in_Python_with_sklearn Python Example for Beginners Special 95% discount 2000+ Applied Machine Learning & Data Science Recipes Portfolio Projects for Aspiring Data Scientists: Tabular Text & Image Data Analytics as …

Random Search Parameter Tuning in Python using scikit-learn

(Random Search Parameter Tuning in Python using scikit-learn) # import python packages import numpy as np from scipy.stats import uniform as sp_rand from sklearn import datasets from sklearn.linear_model import Ridge from sklearn.model_selection import RandomizedSearchCV # load the diabetes datasets dataset = datasets.load_diabetes() # prepare a uniform distribution to sample for the alpha parameter param_grid = …

How to add a dropout layer to a Deep Learning Model in Keras

    In deep learning, a dropout layer is a regularization technique that helps prevent overfitting by randomly dropping out (or turning off) a certain number of neurons during training. In other words, dropout layer randomly drops out a certain percentage of neurons in a layer, so that the neurons in the layer are not …