How to Win a Data Science Competition

Recap of How to Win a Data Science Competition

ByAdmin July 10, 2021

Week – 1 Recap of How to Win a Data Science Competition

To propagate signal through network from input to output only

To calculate gradient of the loss function with respect to the parameters of the network

Select gradient update direction by flipping a coin

Make several random perturbations of parameters and go back to the best one

In the case 1 performance will drop more than in the case 2

In the case 1 performance will drop less than in the case 2

In the case 1 performance will be roughly the same as in the case 2

In the case 1 performance will drop less than in the case 2

In the case 1 performance will be roughly the same as in the case 2

In the case 1 performance will drop more than in the case 2

The quality of predictions in the case 1 will be roughly the same as the quality of the predictions in the case 2

The quality of predictions in the case 1 will be lower than the quality of the predictions in the case 2

The quality of predictions in the case 1 will be higher than the quality of the predictions in the case 2

Decision Tree

Random Forest

Linear model

k-NN

Linear model

Decision Tree

k-NN

Random Forest

How to Win a Data Science Competition

Ensembling
ByAdmin July 11, 2021July 11, 2021

Week- 4 Ensembling >>> How to Win a Data Science Competition: Learn from Top Kagglers Programming Assignment: Ensembling implementation Click Here For Assignment 1. Suppose we are given…

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How to Win a Data Science Competition

Exploratory data analysis
ByAdmin July 10, 2021

Week – 2 Exploratory data analysis >>> How to Win a Data Science Competition Learn from Top Kagglers 1. Suppose we are given a data set with features XX, YY,…

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How to Win a Data Science Competition

Validation
ByAdmin July 10, 2021

Week – 2 Validation >>> How to Win a Data Science Competition: Learn from Top Kagglers 1. Select true statements 1 point Performance increase on a fixed cross-validation split guaranties…

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How to Win a Data Science Competition

Mean encodings
ByAdmin July 11, 2021July 11, 2021

Week – 3 Mean encodings >>> How to Win a Data Science Competition: Learn from Top Kagglers 1. What can be an indicator of usefulness of mean encodings? 1 point…

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How to Win a Data Science Competition

Feature preprocessing and generation with respect to models
ByAdmin July 10, 2021

Week – 1 Feature preprocessing and generation with respect to models 1. Suppose we have a feature with all the values between 0 and 1 except few outliers larger than…

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How to Win a Data Science Competition

Graded Advanced Features II Quiz
ByAdmin July 11, 2021

Week – 4 Graded Advanced Features II Quiz >>> How to Win a Data Science Competition Learn from Top Kagglers 1. Imagine that we apply X = PCA(n_components=5).fit_transform(data) and data…

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Week – 1 Recap of How to Win a Data Science Competition

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