Tabla de Contenidos: “…1. ROAD TO LEARNING; 2 FOREST RANGER; 3 FROM POACHER TO GAME GUARDIAN; 4 BEAR CUBS; 5 HARDSHIPS AND HAPPY DAYS; 6 COMMERCIAL FISHERMAN; 7 FUR TRADER; 8 STRUGGLE FOR SURVIVAL IN FLIN FLON; 9 JAN LAKE, 1932-33; 10 THE WANDERING TRAPPERS; 11 NO POT OF GOLD; 12 AT THE RAINBOW'S END; 13 IN ROCKBOUND COUNTRY; 14 REINDEER LAKE TO LYNN LAKE; 15 LADY PROSPECTOR; 16 THE HANSON LAKE ROAD; EPILOGUE; INDEX…”

“…Along the way, you will gain experience making decision trees, forests, and gradient boosted trees that work for you. …”

Tabla de Contenidos: “…Example of logistic regression using German credit data -- Random forest -- Example of random forest using German credit data -- Grid search on random forest -- Variable importance plot -- Comparison of logistic regression with random forest -- Summary -- Chapter 4: Tree-Based Machine Learning Models -- Introducing decision tree classifiers -- Terminology used in decision trees -- Decision tree working methodology from first principles -- Comparison between logistic regression and decision trees -- Comparison of error components across various styles of models -- Remedial actions to push the model towards the ideal region -- HR attrition data example -- Decision tree classifier -- Tuning class weights in decision tree classifier -- Bagging classifier -- Random forest classifier -- Random forest classifier - grid search -- AdaBoost classifier -- Gradient boosting classifier -- Comparison between AdaBoosting versus gradient boosting -- Extreme gradient boosting - XGBoost classifier -- Ensemble of ensembles - model stacking -- Ensemble of ensembles with different types of classifiers -- Ensemble of ensembles with bootstrap samples using a single type of classifier -- Summary -- Chapter 5: K-Nearest Neighbors and Naive Bayes -- K-nearest neighbors -- KNN voter example -- Curse of dimensionality -- Curse of dimensionality with 1D, 2D, and 3D example -- KNN classifier with breast cancer Wisconsin data example -- Tuning of k-value in KNN classifier -- Naive Bayes -- Probability fundamentals -- Joint probability -- Understanding Bayes theorem with conditional probability -- Naive Bayes classification -- Laplace estimator -- Naive Bayes SMS spam classification example -- Summary -- Chapter 6: Support Vector Machines and Neural Networks -- Support vector machines working principles -- Maximum margin classifier -- Support vector classifier…”

Tabla de Contenidos: “…Hicks -- Introduction -- Holding Hands with the Past -- A Little Lower Than the Angels -- Actions Speak Louder -- Begins with a Single Step -- Finding the Forest amid the Trees -- Drawing the Circle Closed -- Then and Now -- Education Is... -- Choose You This Day -- Just a Sliver -- In Which Charlotte Shows Us How -- Rock Breaks Scissors -- Afterword -- Appendix: Charlotte Mason's Educational Principles…”

Tabla de Contenidos: “…Projection of Nature, Landscapes, and Forests -- PART II. INTEGRATION OF POLICIES -- 6. …”

Tabla de Contenidos: “…To the edge of the earth ; Big my secret ; A wild and distant shore ; The heart asks pleasure first ; Here to there ; The promise ; A bed of ferns ; The fling ; The scent of love ; Deep into the forest ; The mood that passes through you ; Lost and found ; The embrace ; Little impulse ; The sacrifice ; I clipped yuor wing ; The wounded ; All imperfect things ; Dreams of a journey ; The heart asks pleasure first / the promise…”

Tabla de Contenidos: “…. -- Soft gold: Aleuts and Russians in Alaska -- A war for independence: the San Diego uprising -- First contact: colonizing San Francisco -- Across the Colorado Plateau -- Part II: The continental divide -- A forest transformed: the Hudson's Bay Company and Cumberland House -- The discovery: the Blacks Hills and the Lakota nation -- An invasion of malefactors: Osage Country -- Surrounded: the deep South interior…”

Tabla de Contenidos: “…Monitoring Inspection for Radioactive Substances in Agricultural, Livestock, Forest, and Fishery Products in Fukushima Prefecture -- 3. …”

Tabla de Contenidos: “….] -- How resilient are Andean montane forest bird communities to habitat degradation? / Niall O'Dea, Robert J. …”

Tabla de Contenidos: “….; Moving On; The Wisdom of the Sages; Chapter Two: The Forest in the Pinecone: The Roundabout and the Logic of Growth; The Forest and the Tree; The Slow Seedling…”

Tabla de Contenidos: “…Frontmatter -- Table of Contents -- Acknowledgements -- 1 Introduction: Land and Life -- 2 State Formation and Land Tenure in Bangladesh – A Historical Sketch -- 3 Between Fear and Hope at the Bangladesh-Assam Border -- 4 The Intolerable Dullness of Ecotourism in Sylhet -- 5 Triggers of Wrath and Revenge in Madhupur Forest -- 6 Land Loss Lamentations next to the Sylhet Cantonment -- 7 Violence, Agency, and Life in the Fabric of Power -- Bibliography -- Index…”

Tabla de Contenidos: “…-- An ensemble purview -- Complementary statistical tests -- Permutation test -- Chi-square and McNemar test -- ROC test -- Summary -- Chapter 2: Bootstrapping -- Technical requirements -- The jackknife technique -- The jackknife method for mean and variance -- Pseudovalues method for survival data -- Bootstrap - a statistical method -- The standard error of correlation coefficient -- The parametric bootstrap -- Eigen values -- Rule of thumb -- The boot package -- Bootstrap and testing hypotheses -- Bootstrapping regression models -- Bootstrapping survival models* -- Bootstrapping time series models* -- Summary -- Chapter 3: Bagging -- Technical requirements -- Classification trees and pruning -- Bagging -- k-NN classifier -- Analyzing waveform data -- k-NN bagging -- Summary -- Chapter 4: Random Forests -- Technical requirements -- Random Forests -- Variable importance -- Proximity plots -- Random Forest nuances -- Comparisons with bagging -- Missing data imputation -- Clustering with Random Forest -- Summary -- Chapter 5: The Bare Bones Boosting Algorithms -- Technical requirements -- The general boosting algorithm -- Adaptive boosting…”

Tabla de Contenidos: “…Protecting and growing your wealth -- Eight principles of strategic wealth management -- Everything begins with values -- Defining your financial objectives -- The enchanted forest, the secret society, and the capital kibbutz -- Picking your investment strategy -- Making your most important hire -- Taxes can be your ally! …”

Tabla de Contenidos: “…Get Closer to Your Data -- Getting Started with Ensemble Machine Learning -- Resampling Methods -- Statistical and Machine Learning Algorithms -- Bag the Models with Bagging -- When in Doubt, Use Random Forests -- Boosting Model Performance with Boosting -- Blend It with Stacking -- Homogeneous Ensembles Using Keras -- Heterogeneous Ensemble Classifiers Using H2O -- Heterogeneous Ensemble for Text Classification Using NLP -- Homogenous Ensemble for Multiclass Classification Using Keras…”

Tabla de Contenidos: “…Integrated Management of Natural Areas and Forest Ecosystems -- Chapter 7. Chemical Industry -- PART III. …”