Texto completo en Odilo

Texto completo en Odilo

Texto completo en Odilo

Texto completo en Odilo

Texto completo en Odilo

Texto completo en Odilo

Texto completo en Odilo

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: “…Constructing a Budget -- Exploring Budgeting Alternatives -- Capital Budgeting -- Book 3: Finding and Managing Staff -- Chapter 1: Staying on the Right Side of the Law -- Cutting Through the Red Tape -- Knowing What the Law Expects from You -- Going the Extra Distance -- Deciding Who Has Rights -- Figuring Out the Contract and Other Employment Policies -- Managing Without an HR Department -- Getting Help and Advice -- Chapter 2: Finding and Interviewing Job Candidates -- Identifying the Gap -- Getting It Right from the Start -- Considering Diversity -- Sorting the Wheat from the Chaff - CVs and Application Forms -- Handling the Practicalities of Interviews -- Planning the Interviews -- Checking Up on Your Chosen Candidate -- Offering a Job to Your Dream Candidate -- Chapter 3: Employing People Successfully -- Motivating and Rewarding Employees -- Managing the Admin -- Chapter 4: Disciplining and Dismissing Staff -- Resolving Disputes -- Dismissing Staff - the Right Way -- Dismissing Staff - the Wrong Way -- Tying Up the Loose Ends -- Facing Tribunals - Something to Be Avoided -- Chapter 5: Inspiring Employees to Better Performance -- Introducing the Greatest Management Principle in the World -- Discovering What Employees Want -- Deciding What to Reward -- Starting with the Positive -- Making a Big Deal about the Little Things -- Considering Money and Motivation -- Chapter 6: Coaching and Development -- Playing a Coach's Role -- Coaching: A Rough Guide -- Tapping into the Coach's Expertise -- Developing and Mentoring Employees -- Chapter 7: Becoming an Expert at Performance Appraisal and Management -- Taking the First Steps -- Developing a System for Providing Immediate Performance Feedback -- Reducing Shrinkage -- Reading the Results -- Appraising Performance: Why It Matters -- Spelling Out the Performance Appraisal Process…”

Tabla de Contenidos: “…Runner-up 167 Lucile Ada, Nata lia Vera Vigaray, Patxi Martín Domínguez, Josep Garriga Tarrés, Marine Decléve. ; HR. Hrvatska / Croacia Nin. Mención especial. Special mention 169 Jimena Alonso Díaz, Pablo Rod ríguez Rodríguez, Cristina Sánchez Bueno ; NL. …”

Tabla de Contenidos: “…Increasing Black Wealth to Improve Black Health -- Decolonization of the Medical Industry -- Turning Research into Action -- Addressing Inequities in Health Technology -- Systemic Risks Associated with Healthcare Technology -- Activism to Address the Harms of Health Technology -- Part V Implementing Reparations: Work and Ownership -- Resurrecting the Promise of 40 Acres: The Imperative of Reparations for Black Americans -- Eligibility: Black American Descendants of Persons Enslaved in the United States -- Calculating What Is Owed -- Prioritizing the Mean of the Racial Wealth Gap -- The Cost of Slavery -- The Promise of 40 Acres -- Culpability: A Matter of National Responsibility -- Learning from Other Cases: Precedents for Reparations -- Precedents for HR 40: Lessons Learned -- Conclusion -- Solutions Centering Black Women in Housing -- A History of Racist Policies -- From Racist Exclusion to "Predatory Inclusion" -- Toward Repair: Addressing Black Women's Exclusion from Housing -- A New Vision: Centering Black Women in Housing -- Linking Racial and Economic Justice: The Struggle of Our Time -- The Long March of Institutions -- Challenging Harmful Narratives Through Data Linked to Activism -- The Importance of Historical Analysis -- The Struggle for Economic Democracy -- What If We Owned It? …”

Texto completo en Odilo

Texto completo en Odilo

Texto completo en Odilo

Texto completo en Odilo

Texto completo en Odilo

Texto completo en Odilo

Texto completo en Odilo

Texto completo en Odilo