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Data Science Revealed: With Feature Engineering, Data Visualization, Pipeline Development, and Hyperparameter Tuning
book

Data Science Revealed: With Feature Engineering, Data Visualization, Pipeline Development, and Hyperparameter Tuning

by Tshepo Chris Nokeri
March 2021
Beginner to intermediate
261 pages
4h 7m
English
Apress
Content preview from Data Science Revealed: With Feature Engineering, Data Visualization, Pipeline Development, and Hyperparameter Tuning
Index
A
Activation function
loss
ReLu
sigmoid
tanh
Actual values
Adam optimization method
Agglomerative model
clusters
definition
dendogram
distancing techniques
predicted labels
Akaike information criterion (AIC)
Analysis of covariance (ANOVA)
Area under the curve (AUC)
Artificial neural networks
Augmented Dick-Fuller (ADF) test
Autocorrelation function
AutoML
leaderboard
prediction
Autoregressive (AR)
Autoregressive conditionally heteroscedasticity (ARCH) model
Autoregressive integrated moving averages (ARIMA) model
Average precision score (APS)
B
Back propagation
Box plot
C
Censored data
Centroid clustering
Cluster analysis
dataset
definition
Confidence interval (CI)
Correlation coefficients
Correlation matrix
Correlation method
covariance
create x and y array
Eigen matrix
Kendall
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Publisher Resources

ISBN: 9781484268704Purchase LinkPublisher Website