Certificate in Model Evaluation for Supply Chain
-- viendo ahoraThe Certificate in Model Evaluation for Supply Chain is a comprehensive course designed to equip learners with essential skills in supply chain data analysis and model evaluation. This program emphasizes the importance of data-driven decision-making in supply chain management and provides hands-on experience with industry-standard tools and techniques.
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Detalles del Curso
• Introduction to Model Evaluation – Understanding the basics of model evaluation, its importance, and the common metrics used in assessing the performance of supply chain models. • Data Preprocessing – Data cleaning, normalization, and transformation techniques to ensure the accuracy and reliability of the data used in model evaluation. • Performance Metrics for Regression Models – Mean Absolute Error (MAE), Root Mean Squared Error (RMSE), R-squared, Adjusted R-squared, and other metrics used in evaluating regression models. • Performance Metrics for Classification Models – Accuracy, Precision, Recall, F1-score, Confusion Matrix, and other metrics used in evaluating classification models. • Cross-Validation Techniques – K-fold cross-validation, stratified k-fold cross-validation, leave-one-out cross-validation, and other techniques to ensure the robustness and generalizability of the model. • Bias-Variance Tradeoff – Understanding the concept of bias and variance in model evaluation and learning how to balance the two to optimize model performance. • Overfitting and Underfitting – Recognizing the signs of overfitting and underfitting in supply chain models and applying techniques to mitigate these issues. • Model Selection and Evaluation Tools – Using various tools and libraries, such as scikit-learn, to streamline the model evaluation process.
• Case Studies in Supply Chain Model Evaluation – Analyzing real-world examples of supply chain model evaluation and learning how to apply the concepts and techniques covered in the course.
Note: The above list of units is not exhaustive and can be tailored to the specific needs and requirements of the course.
Trayectoria Profesional
Requisitos de Entrada
- Comprensión básica de la materia
- Competencia en idioma inglés
- Acceso a computadora e internet
- Habilidades básicas de computadora
- Dedicación para completar el curso
No se requieren calificaciones formales previas. El curso está diseñado para la accesibilidad.
Estado del Curso
Este curso proporciona conocimientos y habilidades prácticas para el desarrollo profesional. Es:
- No acreditado por un organismo reconocido
- No regulado por una institución autorizada
- Complementario a las calificaciones formales
Recibirás un certificado de finalización al completar exitosamente el curso.
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Preguntas Frecuentes
Tarifa del curso
- 3-4 horas por semana
- Entrega temprana del certificado
- Inscripción abierta - comienza cuando quieras
- 2-3 horas por semana
- Entrega regular del certificado
- Inscripción abierta - comienza cuando quieras
- Acceso completo al curso
- Certificado digital
- Materiales del curso
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