Mastering Numerical Computing with NumPy : Master Scientific Computing and Perform Complex Operations with Ease.
Chapter 3: Exploratory Data Analysis of Boston Housing Data with NumPy Statistics; Loading and saving files; Exploring our dataset; Looking at basic statistics; Computing histograms; Explaining skewness and kurtosis; Trimmed statistics; Box plots; Computing correlations ; Summary; Chapter 4: Predict...
Clasificación: | Libro Electrónico |
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Autor principal: | |
Otros Autores: | |
Formato: | Electrónico eBook |
Idioma: | Inglés |
Publicado: |
Birmingham :
Packt Publishing Ltd,
2018.
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Temas: | |
Acceso en línea: | Texto completo |
Sumario: | Chapter 3: Exploratory Data Analysis of Boston Housing Data with NumPy Statistics; Loading and saving files; Exploring our dataset; Looking at basic statistics; Computing histograms; Explaining skewness and kurtosis; Trimmed statistics; Box plots; Computing correlations ; Summary; Chapter 4: Predicting Housing Prices Using Linear Regression; Supervised learning and linear regression ; Independent and dependent variables; Hyperparameters; Loss and error functions; Univariate linear regression with gradient descent; Using linear regression to model housing prices; Summary. Mastering Numerical Computing with Python guides you in performing complex computing with cutting-edge coverage on advanced concepts such as exploratory data analysis and clustering algorithms. You'll become an expert in addressing matrix calculations, and write efficient NumPy codes for implementing algorithms with real-world examples. |
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Descripción Física: | 1 online resource (237 pages) |
ISBN: | 9781788996846 1788996844 9781788993357 1788993357 |