Tabla de Contenidos: “…Installing Anaconda on WindowsEnsuring pandas is up to date; Running a small pandas sample in IPython; Starting the IPython Notebook server; Installing and running IPython Notebooks; Using Wakari for pandas; Summary; Chapter 3: NumPy for pandas; Installing and importing NumPy; Benefits and characteristics of NumPy arrays; Creating NumPy arrays and performing basic array operations; Selecting array elements; Logical operations on arrays; Slicing arrays; Reshaping arrays; Combining arrays; Splitting arrays; Useful numerical methods of NumPy arrays; Summary; Chapter 4: The pandas Series Object…”

“…Develop and manage robust Java applications with Oracle's high-performance JRockit Java Virtual Machine with this book and eBook…”

“…The Power of People Skills will teach you that there's one primary difference between a great culture and a poor one: a great culture insists on having star players in every key seat, and a poor culture tolerates under performers…”

“…What you will learn Understand how to select an algorithm that best fits your dataset and desired outcome Explore popular real-world algorithms such as K-means, Mean-Shift, and DBSCAN Discover different approaches to solve machine learning classification problems Develop neural network structures using the scikit-learn package Use the NN algorithm to create models for predicting future outcomes Perform error analysis to improve your model's performance Who this book is for The Machine Learning Workshop is perfect for machine learning beginners. …”

Tabla de Contenidos: “…Learn Kali Linux 2019: Perform powerful penetration testing using Kali Linux, Metasploit, Nessus, Nmap, and Wireshark…”

Tabla de Contenidos: “…Mastering Azure Machine Learning: Perform large-scale end-to-end advanced machine learning in the cloud with Microsoft Azure Machine Learning…”

“…What you will learn Write code that allows software to be modified and adapted over time Implement the fail-pass-refactor methodology using a sample C# console application Address cross-cutting concerns with the help of software design patterns Write custom C# exceptions that provide meaningful information Identify poor quality C# code that needs to be refactored Secure APIs with API keys and protect data using Azure Key Vault Improve your code's performance by using tools for profiling and refactoring Who this book is for This coding book is for C# developers, team leads, senior software engineers, an..…”

Tabla de Contenidos: “…Understanding limitations of traditional model interpretation methods -- Studying intrinsically interpretable (white-box) models -- Generalized linear models (GLMs) -- Linear regression -- Ridge regression -- Polynomial regression -- Logistic regression -- Decision trees -- CART decision trees -- RuleFit -- Interpretation and feature importance -- Nearest neighbors -- k-Nearest Neighbors -- Naïve Bayes -- Gaussian Naïve Bayes -- Recognizing the trade-off between performance and interpretability -- Special model properties -- The key property: explainability -- The remedial property: regularization -- Assessing performance -- Discovering newer interpretable (glass-box) models -- Explainable Boosting Machine (EBM) -- Global interpretation -- Local interpretation -- Performance -- GAMI-Net -- Global interpretation -- Local interpretation -- Performance -- Mission accomplished -- Summary -- Dataset sources -- Further reading -- Chapter 4: Global Model-Agnostic Interpretation Methods -- Technical requirements -- The mission -- The approach -- The preparations -- Loading the libraries -- Data preparation -- Model training and evaluation -- What is feature importance? …”

Tabla de Contenidos: “…. -- See also -- Building a model to perform regression analysis -- Getting ready -- How to do it... -- How it works... -- There's more... -- See also -- Building a model for classification -- Getting ready -- How to do it... -- How it works... -- There's more... -- See also -- Using a trained model for inference…”

“…The ESP Coordinating Center (ESP CC) is responding to a request from the Office of Community Care for an evidence brief on the use of performance measures for selecting community cardiac and orthopedic surgical providers for the Veterans Choice Program. …”

Materias:

Materias:

Materias: “…PERFORMING ARTS / Film & Video / History & Criticism…”