MASTERING MACHINE LEARNING WITH PYTHON IN SIX STEPS
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- Author: MANOHAR SWAMYNATHAN
- ISBN: 9781484249468
- Availability: In Stock
Buy MASTERING MACHINE LEARNING WITH PYTHON IN SIX STEPS | Technical Books, New Arrivals
Explore fundamental to advanced Python 3 topics in six
steps, all designed to make you a worthy practitioner. This updated
version’s approach is based on the “six degrees of separation” theory, which
states that everyone and everything is a maximum of six steps away and presents
each topic in two parts: theoretical concepts and practical implementation
using suitable Python 3 packages.
You’ll start with the fundamentals of Python
3 programming language, machine learning history, evolution, and the
system development frameworks. Key data mining/analysis concepts, such as
exploratory analysis, feature dimension reduction, regressions, time series
forecasting and their efficient implementation in Scikit-learn are covered as
well. You’ll also learn commonly used model diagnostic and tuning techniques.
These include optimal probability cutoff point for class creation, variance,
bias, bagging, boosting, ensemble voting, grid search, random
search, Bayesian optimization, and the noise reduction technique for
IoT data.