Professional Certificate in ML Design for Software Engineers
-- viendo ahoraThe Professional Certificate in ML Design for Software Engineers is a comprehensive course that equips learners with essential skills in machine learning (ML) and artificial intelligence (AI). This program is crucial in today's industry, where ML and AI technologies are in high demand and integrated into numerous products and services.
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Detalles del Curso
โข ML Basics for Software Engineers: Introduction to Machine Learning, Types of Machine Learning, Supervised Learning, Unsupervised Learning, Reinforcement Learning
โข Data Preprocessing: Data Cleaning, Data Transformation, Data Reduction, Feature Scaling, Feature Selection, Data Leakage
โข Model Selection and Evaluation: Model Selection Criteria, Cross-Validation, Bias-Variance Tradeoff, Overfitting and Underfitting, Model Evaluation Metrics
โข Neural Networks and Deep Learning: Perceptron, Activation Functions, Backpropagation, Convolutional Neural Networks, Recurrent Neural Networks
โข Natural Language Processing (NLP): Text Preprocessing, Word Embeddings, Sentiment Analysis, Named Entity Recognition, Topic Modeling
โข Computer Vision: Image Preprocessing, Object Detection, Image Segmentation, Facial Recognition, Optical Character Recognition
โข Recommendation Systems: Collaborative Filtering, Content-Based Filtering, Hybrid Filtering, Evaluation Metrics
โข Ethics in ML: Bias and Fairness, Privacy and Security, Explainability and Interpretability, Ethical Considerations in ML Design
โข Deployment and Maintenance: Model Deployment, Model Monitoring, Model Retraining, Model Maintenance
Trayectoria Profesional
Requisitos de Entrada
- Comprensiรณn bรกsica de la materia
- Competencia en idioma inglรฉs
- Acceso a computadora e internet
- Habilidades bรกsicas de computadora
- Dedicaciรณn para completar el curso
No se requieren calificaciones formales previas. El curso estรก diseรฑado para la accesibilidad.
Estado del Curso
Este curso proporciona conocimientos y habilidades prรกcticas para el desarrollo profesional. Es:
- No acreditado por un organismo reconocido
- No regulado por una instituciรณn autorizada
- Complementario a las calificaciones formales
Recibirรกs un certificado de finalizaciรณn al completar exitosamente el curso.
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Preguntas Frecuentes
Tarifa del curso
- 3-4 horas por semana
- Entrega temprana del certificado
- Inscripciรณn abierta - comienza cuando quieras
- 2-3 horas por semana
- Entrega regular del certificado
- Inscripciรณn abierta - comienza cuando quieras
- Acceso completo al curso
- Certificado digital
- Materiales del curso
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