Tabla de Contenidos: “…Chapter 1: Excel and Data Mining -- Chapter 2: Linear Regression -- Chapter 3: K-Means Clustering -- Chapter 4: Linear Discriminant Analysis -- Chapter 5: Cross-Validation and ROC -- Chapter 6: Logistic Regression -- Chapter 7: K-nearest Neighbors -- Chapter 8: Naive Bayes Classification -- Chapter 9: Decision Trees -- Chapter 10: Association Analysis -- Chapter 11: Artificial Neural Network -- Chapter 12: Text Mining -- Chapter 13: After Excel…”

Tabla de Contenidos: “…1: Introduction to Numerical Methods in Java -- 2: Linear Algebra -- 3: Finding Roots of Equations -- 4: Finding Roots of Systems of Equations -- 5: Curve Fitting and Interpolation -- 6: Numerical Differentiation and Integration -- 7: Ordinary Differential Equations -- 8: Partial Differential Equations -- 9: Unconstrained Optimization -- 10: Constrained Optimization -- 11: Heuristics -- 12: Basic Statistics -- 13: Random Numbers and Simulation -- 14: Linear Regression -- 15: Time Series Analysis -- References…”

Tabla de Contenidos: “…Vector Spaces and Matrices; 6. Linear Programming; 7. Matrix Games and Optimization; 8. …”

Tabla de Contenidos: “…-- Concepts in statistics -- Data visualization -- Descriptive statistics -- Introduction to probability -- Discrete random variables -- Continuous random variables -- Properties of sample statistics -- Interval estimation for one population parameter -- Hypothesis testing for one population -- Statistical inference to compare parameters from two populations -- Analysis of variance (ANOVA) -- Simple linear regression -- Multiple linear regression -- Inference on association of categorical variables -- Nonparametric testing -- Forecasting…”

Tabla de Contenidos: “…The machine learning pipeline -- Fancy tricks with simple numbers -- Text data : flattening, filtering, and chunking -- The effects of feature scaling : from bag-of-words to Tf-Idf -- Categorical variables : counting eggs in the age of robotic chickens -- Dimensionality reduction : squashing the data pancake with PCA -- Nonlinear featurization via K-means model stacking -- Automating the featurizer : image feature extraction and deep learning -- Back to the feature : building an academic paper recommender -- Linear modeling and linear algebra basics…”

Tabla de Contenidos: “…Alocuciðn al Cabildo catedral de Ginebra -- v.2. Tratado del amor de Dios. Constituciones y directorio espiritual. …”