Tabla de Contenidos: “…-- Machine learning paradigms -- Introducing models, datasets, and supervised learning -- Models -- Hyperparameters -- Datasets -- Overfitting and generalization -- Supervised learning -- Model performance metrics -- A modeling example -- Decision tree learning -- Entropy and information gain -- Building a decision tree using C4.5 -- Overfitting in decision trees -- Building decision trees with scikit-learn -- Decision tree hyperparameters -- Summary -- References -- Chapter 2: Ensemble Learning - Bagging and Boosting -- Technical requirements -- Ensemble learning -- Bagging and random forests -- Random forest -- Gradient-boosted decision trees -- Gradient descent -- Gradient boosting -- Gradient-boosted decision tree hyperparameters -- Gradient boosting in scikit-learn -- Advanced boosting algorithm - DART -- Summary -- References -- Chapter 3: An Overview of LightGBM in Python -- Technical requirements -- Introducing LightGBM -- LightGBM optimizations -- Hyperparameters -- Limitations of LightGBM -- Getting started with LightGBM in Python -- LightGBM Python API -- LightGBM scikit-learn API -- Building LightGBM models -- Cross-validation -- Parameter optimization -- Predicting student academic success -- Summary -- References -- Chapter 4: Comparing LightGBM, XGBoost, and Deep Learning -- Technical requirements -- An overview of XGBoost -- Comparing XGBoost and LightGBM -- Python XGBoost example -- Deep learning and TabTransformers -- What is deep learning? …”

Tabla de Contenidos: “…Feature importance -- Random forest -- Light gradient boosting -- Extreme gradient boosting -- 4.2.2. …”

Tabla de Contenidos: “…-- Formalization for Conservation and Climate Mitigation -- Seeking Formal Recognition as a Form of Resistance to Land and Resource Development -- Formalization as Legal Recognition of the Rights of Nature -- Aligning Top-Down and Bottom-Up for Strengthening Tenure Security -- References -- 12: Securing Communal Tenure Complemented by Collaborative Platforms for Improved Participatory Landscape Management and Sustainable Development: Lessons from Northern Tanzania and the Maasai Mara in Kenya -- The Relationships between Tenure, Sustainable Development, and Conservation -- The Mara-Serengeti-Tarangire Ecosystem Chain: Two Case Studies across One Border -- The Last Vestige of the Hadzabe: Tanzania's Last Hunter-Gatherers -- Conversion to Agriculture and Land Grabs: The Loss of Hadzabe Lands and Resources -- Certificate of Customary Right of Occupancy: Retrofitting Communality to the Village Acts -- Fragmenting the Manyatta: How Privatization and the Subdivision of Lands Blocked Collective Action on the Mara -- Collaborative Civil Society: Maasai Mara Wildlife Conservancies Association Busting down a Siloed Landscape and Breaking Tragedy of the Commons Mythology -- Conclusions and Recommendations: Communal Tenure, Collaborative Platforms, Conservation Incentives, and Explicit Management Agreements -- References -- 13: Beyond the Traditional: Voluntary Market-Based Initiatives to Promote Land Tenure Security -- The Causes of Forest Land Tenure Insecurities in Developing Countries -- FSC Certification as a Way to Address Forest Land Tenure Insecurity and Promote Forest Conservation…”

Tabla de Contenidos: “…EXTINCIÓN -- F MATAFUEGOS -- G EL INCENDIO RURAL O FORESTAL -- H PRECAUCIONES -- ESENCIALES CONTRA INCENDIOS -- BIBLIOGRAFÍA -- TÍTULOS DE LA COLECCIÓN…”

Tabla de Contenidos: “…Conflictos agrarios en Hidalgo, 1868.1870 / Desamortización y blanqueamiento del paisaje en la ciénega de Chapala, Jalisco-Michoacán / Entre el ideal y la contradicción : el impacto de la incipiente política forestal mexicana en los montes de los pueblos. El caso del Nevado de Toluca, 1861-19193 / El proceso de adjudicación y los usos del agua en el Valle de Etla-Oaxaca a finales del siglo XIX / Los potreros de Iztacalco : tierras de propios y desamortización, 1857-1890 / La legislación agraria chiapaneca y la respuesta de os pueblos al proceso de desamortización, siglo XIX / Las tierra en disputa : reflexiones sobre la ley de desamortización en Chiapas a través del análisis de los pleitos, 1856-1900 / Ejidos : una categoría bisagra en la formación de los derechos de propiedad en Antigua Guatemala, siglo XIX / Semblanzas de autores…”

Tabla de Contenidos: “…Enllaç de les submatrius agrícola i ramadera ; 11. Planificació forestal…”

Tabla de Contenidos: “…Romero Mayo -- La cooperación internacional para l a actividad forestal e n Quintana Roo: origen, actores, desarrollo y prospectivas / Natalia Armijo Canto, María Antonieta Bocanegra Aguilar y Fausto Quintana Solórzano -- Turismo, políticas de cooperación y desarrollo en el Caribe mexicano./ Bonnie Lucía Campos Cámara -- La cooperación intergubernamental en apoyo al desarrollo sustentable de las zonas turísticas de Quintana Roo /Adela Vázquez Trejo -- Cooperación internacional y finanzas públicas en Quintana Roo: avances y retos / Eleazar S. …”

Tabla de Contenidos: “…From open veld to new CBD? -- 19. In the forest of transformation.: Johannesburg\2019s northern suburbs -- 20. …”

Tabla de Contenidos: “…-- Getting Started with TensorFlow - Linear Regression and Beyond -- Source Code for the Linear Regression -- Summary -- Assessments -- Lesson 2: Putting Data in Place - Supervised Learning for Predictive Analytics -- Supervised Learning for Predictive Analytics -- Linear Regression - Revisited -- Problem Statement -- Using Linear Regression for Movie Rating Prediction -- From Disaster to Decision - Titanic Example Revisited -- An Exploratory Analysis of the Titanic Dataset -- Feature Engineering -- Logistic Regression for Survival Prediction -- Using TensorFlow Contrib -- Linear SVM for Survival Prediction -- Ensemble Method for Survival Prediction - Random Forest -- A Comparative Analysis -- Summary -- Assessments -- Lesson 3: Clustering Your Data - Unsupervised Learning for Predictive Analytics -- Unsupervised Learning and Clustering -- Using K-means for Predictive Analytics -- How K-means Works -- Using K-means for Predicting Neighborhoods -- Predictive Models for Clustering Audio Files…”

Tabla de Contenidos: “…Cartografía de los tipos de cubierta forestal; 6.2. Teledetección y los inventarios forestales…”

Tabla de Contenidos: “…Discovering associations between continuous and discrete variables -- Expressing dependencies with a linear regression formula -- Summary -- Chapter 7: Unsupervised Machine Learning -- Installing ML services (In-Database) packages -- Performing market-basket analysis -- Finding clusters of similar cases -- Principal components and factor analyses -- Summary -- Chapter 8: Supervised Machine Learning -- Evaluating predictive models -- Using the Naive Bayes algorithm -- Predicting with logistic regression -- Trees, forests, and more trees -- Predicting with T-SQL -- Summary -- Other Books You May Enjoy -- Index…”

Tabla de Contenidos: “…-- Window Light Is a Beautiful Thing -- Smooth Light -- When in Venice -- Dancer in the Ruins -- It's Right There on Paper -- Shadow Man -- Faces in the Forest -- Dynamic Dancing -- Gettin' Fancy -- This One Goes to Eleven -- Some Light Conversation -- Groups! …”

Tabla de Contenidos: “…Cover; THE PSYCHOLOGY of CONSUMER BEHAVIOR; Copyright; Contents; Preface; 1 Introduction; A GENERAL MODEL OF CONSUMER BEHAVIOR; OTHER MODELS OF CONSUMER BEHAVIOR; OPERATIONALIZATION, RESEARCH, AND LOCA-COLA; 2 Perception; MEASUREMENT OF AWARENESS; CHARACTERISTICS OF THE STIMULUS SITUATION: ""PERCEPTION BY EXCEPTION""; CHARACTERISTICS OF THE HUMAN PERCEPTION PROCESS: GESTALT PRINCIPLES; EFFECTS OF THE OTHER INTERNAL PROCESSES ON PERCEPTION; SUBLIMINAL PERCEPTION; CONCLUSION: IF A TREE FALLS IN THE FOREST, AND NO ONE IS THERE TO HEAR IT ...; 3 Cognition and Memory; MEASUREMENT OF RETENTION…”

Tabla de Contenidos: “…Front Cover -- Half Title Page -- Full Title Page -- Copyright Page -- Contents -- List of Maps -- Introduction | ParticipatoryResearch, Knowledge andLivelihood Commons Build Community-Based Climate Resilience -- PART 1: Knowledge Commons -- 1 | Putting Ethos into Practice: Climate Justice Research in the Global Knowledge Commons -- 2 | Integrating Citizen Science Observations in Climate Mapping: Lessons from Coastal-Zone Geovisualization in Chilean Patagonia and the Brazilian Southeast -- PART II: Food, Land, and Agricultural Commons -- 3 | Enhancing Local Sensitivities to Climate Change Impacts and Adaptation Capacities of Smallholder Farmers: Community-Based Participatory Research -- 4 | The Oil Palm Sector in the Climate Crisis: Resilience and Social Justice in the Commune of Ngwéi (Littoral-Cameroon) -- 5 | Common-Pool Resources and the Governance of Community Gardens: Experimenting with Participatory Research in São Paulo, Brazil -- 6 | Linking Soil and Social-Ecological Resilience with the Climate Agenda: Perspectives from Quilombola Communitiesin the Atlantic Forest, Brazil -- 7 | Commons Governance and Climate Resilience: Intergovernmental Relationships in the Guapiruvu Community, Brazil -- PART III: Water and Fisheries Commons -- 8 | Mining and Water Insecurity in Brazil: Geo-Participatory Dam Mapping (MapGD) and Community Empowerment -- 9 | Investigating Citizen Participation in Plans for Lamu Port, Kenya -- 10 | Hydroelectricity, Water Rights, Community Mapping, and Indigenous Toponyms in the Queuco River Basin -- 11 | Sentinels of Carelmapu: Participatory Community Monitoring to Protect Indigenous Marinescapes in Southern Chile -- 12 | Inequality in Water Accessfor South Africa's Small-Scale Farmers Amid a Climate Crisis: Past and Present Injustices in a Legal Context…”

Tabla de Contenidos: “…Favored Trees of the Maya Milpa Forest Garden Cycle By Anabel Ford, Grace Turner and and Hector Mai…”

Tabla de Contenidos: “…Front Matter -- Contents -- List of Figures, Tables and Boxes -- List of Abbreviations -- Notes on the Contributors -- Introduction: The Integration of Development and Environmental Agendas -- The Green Goals -- Governing the Climate Crisis: Three Challenges for SDG 13 -- Interview with Miranda Schreurs and Jens Marquardt: Ending the North/South Divide in Climate Action -- Key Logics of International Forest Governance and SDG 15 -- Interview with Daniela Kleinschmit: The Value of Nature -- Protecting Life below Water: Competing Normative, Economic and Epistemic Orders (SDG 14) -- Interview with Alice B.M. …”

Tabla de Contenidos: “…Bayes' theorem -- Naive Bayes classifiers -- Naive Bayes in scikit-learn -- Bernoulli naive Bayes -- Multinomial naive Bayes -- Gaussian naive Bayes -- References -- Summary -- Chapter 7: Support Vector Machines -- Linear support vector machines -- scikit-learn implementation -- Linear classification -- Kernel-based classification -- Radial Basis Function -- Polynomial kernel -- Sigmoid kernel -- Custom kernels -- Non-linear examples -- Controlled support vector machines -- Support vector regression -- References -- Summary -- Chapter 8: Decision Trees and Ensemble Learning -- Binary decision trees -- Binary decisions -- Impurity measures -- Gini impurity index -- Cross-entropy impurity index -- Misclassification impurity index -- Feature importance -- Decision tree classification with scikit-learn -- Ensemble learning -- Random forests -- Feature importance in random forests -- AdaBoost -- Gradient tree boosting -- Voting classifier -- References -- Summary -- Chapter 9: Clustering Fundamentals -- Clustering basics -- K-means -- Finding the optimal number of clusters -- Optimizing the inertia -- Silhouette score -- Calinski-Harabasz index -- Cluster instability -- DBSCAN -- Spectral clustering -- Evaluation methods based on the ground truth -- Homogeneity -- Completeness -- Adjusted rand index -- References -- Summary -- Chapter 10: Hierarchical Clustering -- Hierarchical strategies -- Agglomerative clustering -- Dendrograms -- Agglomerative clustering in scikit-learn -- Connectivity constraints -- References -- Summary -- Chapter 11: Introduction to Recommendation Systems -- Naive user-based systems -- User-based system implementation with scikit-learn -- Content-based systems -- Model-free (or memory-based) collaborative filtering -- Model-based collaborative filtering -- Singular Value Decomposition strategy -- Alternating least squares strategy…”

Tabla de Contenidos: “…Vocabulary Review -- Quiz -- Assignment: Let's Encrypt -- Chapter 8 A Well-Tested Solution -- Do Some Research -- Think Like a Computer Scientist -- Sketch It Out -- Your Challenge -- Project Recipe -- Extend Your Knowledge -- Vocabulary Review -- Quiz -- Assignment: Time to Test -- Section 3 Geode Quest -- Chapter 9 Searching for Geodes -- Do Some Research -- Think Like a Computer Scientist -- Sketch It Out -- Your Challenge -- Project Recipe -- Extend Your Knowledge -- Vocabulary Review -- Quiz -- Assignment: Representing Data -- Chapter 10 Cleaning and Categorizing the Collection -- Do Some Research -- Think Like a Computer Scientist -- Your Challenge -- Project Recipe -- Extend Your Knowledge -- Vocabulary Review -- Quiz -- Assignment: Data Tidy-Up -- Chapter 11 The Stone Library -- Do Some Research -- Think Like a Computer Scientist -- Sketch It Out -- Your Challenge -- Project Recipe -- Extend Your Knowledge -- Vocabulary Review -- Quiz -- Assignment: Build Your Database -- Chapter 12 Hide or Seek -- Do Some Research -- Think Like a Computer Scientist -- Sketch It Out -- Your Challenge -- Project Recipe -- Extend Your Knowledge -- Vocabulary Review -- Quiz -- Assignment: A Training Manual -- Section 4 The Petrified Forest -- Chapter 13 The Petrified Forest -- Do Some Research -- Sketch It Out -- Think Like a Computer Scientist -- Your Challenge -- Project Recipe -- Extend Your Knowledge -- Vocabulary Review -- Quiz -- Assignment: Pave the Way -- Chapter 14 The Butterfly Brigade -- Your Challenge -- Sketch It Out -- Think Like a Computer Scientist -- Project Recipe -- Extend Your Knowledge -- Vocabulary Review -- Quiz -- Assignment: Code Hunt -- Chapter 15 Power of the Weak -- Do Some Research -- Your Challenge -- Sketch It Out -- Think Like a Computer Scientist -- Project Recipe -- Extend Your Knowledge -- Vocabulary Review -- Quiz…”

Click para texto completo desde fuera UPSA
Click para texto completo desde UPSA

Tabla de Contenidos: “…Wright -- New Evidence for Interaction Between The Iranian Plateau and the Indus Valley : Seals and Sealings from Konar Sandal South / Holly Pittman -- The Sindh Archaeological Project : Explorations in the Lower Indus Basin and Western Sindh / Louis Flam -- Iconography of the Indus Unicorn : Origins and Legacy / Jonathan Mark Kenoyer -- Forest Products in a Wider World : Early historic connections across southern India / Kathleen D. …”
Enlace del recurso