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Leire Ahedo
En este proyecto se aprenderá acerca del despliegue de modelos de IA en dispositivos IoT Edge con ONNX de manera práctica y aplicada.
Aprenderemos a desarrollar modelos de Machine Learning desde cero para después desplegarlos en ONNX. Finalmente, aprenderemos también a como cargar los modelos en ONNX para hacer predicciones.
Register for this course and see more details by visiting:
OpenCourser.com/course/pqkp5i/despliegue
What's inside
Syllabus
Visión general del proyecto
Este proyecto explica como entrenar un modelo de Machine learning y desplegarlo en formato ONNX, lo cual es necesario a la hora de realizar predicciones en dispositivos IoT
Good to know
Good to know
Know what's good ,
what to watch for , and
possible dealbreakers
Diseñado para estudiantes de la industria de IoT Edge, ya que proporciona habilidades prácticas en el despliegue de modelos de IA en dispositivos IoT Edge con ONNX
Apto para estudiantes interesados en desarrollar modelos de Machine Learning desde cero y desplegarlos en ONNX
Proporciona una base sólida para principiantes en el despliegue de modelos de IA en dispositivos IoT Edge
Save this course
Save Despliegue de modelos de IA en IoT Edge con ONNX to your list so you can find it easily later:
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Activities
Be better prepared
before
your course. Deepen your understanding
during
and
after
it. Supplement your coursework and achieve mastery of the topics covered
in Despliegue de modelos de IA en IoT Edge con ONNX with these
activities:
Repasar conceptos básicos de aprendizaje automático
Show steps
Refrescar los conceptos básicos de aprendizaje automático antes del curso te ayudará a comprender mejor los conceptos más avanzados que se cubrirán.
Browse courses on
ML
Show steps
-
Revisar los tipos de algoritmos de aprendizaje automático
-
Repasar las métricas comunes de evaluación de modelos
-
Recordar los procesos de entrenamiento y validación de modelos
Seguir tutoriales sobre ONNX
Show steps
Seguir tutoriales sobre ONNX complementará tu comprensión sobre cómo entrenar e implementar modelos de aprendizaje automático en dispositivos IoT Edge.
Browse courses on
ONNX
Show steps
-
Buscar tutoriales que cubran la conversión de modelos de TensorFlow o PyTorch a ONNX
-
Seguir los pasos para implementar modelos ONNX en dispositivos IoT Edge
Show all two activities
Repasar conceptos básicos de aprendizaje automático
Show steps
Refrescar los conceptos básicos de aprendizaje automático antes del curso te ayudará a comprender mejor los conceptos más avanzados que se cubrirán.
Browse courses on
ML
Show steps
Show steps
Show steps
- Revisar los tipos de algoritmos de aprendizaje automático
- Repasar las métricas comunes de evaluación de modelos
- Recordar los procesos de entrenamiento y validación de modelos
Seguir tutoriales sobre ONNX
Show steps
Seguir tutoriales sobre ONNX complementará tu comprensión sobre cómo entrenar e implementar modelos de aprendizaje automático en dispositivos IoT Edge.
Browse courses on
ONNX
Show steps
Show steps
Show steps
- Buscar tutoriales que cubran la conversión de modelos de TensorFlow o PyTorch a ONNX
- Seguir los pasos para implementar modelos ONNX en dispositivos IoT Edge
Show all two activities
Career center
Learners who complete Despliegue de modelos de IA en IoT Edge con ONNX will develop knowledge and skills
that may be useful to these careers:
Machine Learning Engineer
Machine Learning Engineer
Machine Learning Engineers design and develop machine learning models that can be used to solve a variety of problems, including predicting customer behavior, detecting fraud, and diagnosing diseases. This course can help you build the skills you need to become a Machine Learning Engineer by teaching you how to develop and deploy machine learning models in ONNX, which is a format that is optimized for running machine learning models on IoT devices.
Data Scientist
Data Scientist
Data Scientists use data to solve business problems. They collect, clean, and analyze data to identify trends and patterns that can be used to make better decisions. This course can help you build the skills you need to become a Data Scientist by teaching you how to develop and deploy machine learning models in ONNX, which is a format that is optimized for running machine learning models on IoT devices.
Software Engineer
Software Engineer
Software Engineers design, develop, and maintain software systems. They work on a variety of projects, including developing new applications, maintaining existing systems, and integrating different systems together. This course can help you build the skills you need to become a Software Engineer by teaching you how to develop and deploy machine learning models in ONNX, which is a format that is optimized for running machine learning models on IoT devices.
Data Analyst
Data Analyst
Data Analysts use data to identify trends and patterns that can be used to make better decisions. They work on a variety of projects, including analyzing customer data, market research data, and financial data. This course can help you build the skills you need to become a Data Analyst by teaching you how to develop and deploy machine learning models in ONNX, which is a format that is optimized for running machine learning models on IoT devices.
Business Analyst
Business Analyst
Business Analysts use data to identify and solve business problems. They work on a variety of projects, including developing new products, improving existing processes, and reducing costs. This course can help you build the skills you need to become a Business Analyst by teaching you how to develop and deploy machine learning models in ONNX, which is a format that is optimized for running machine learning models on IoT devices.
Product Manager
Product Manager
Product Managers are responsible for the development and launch of new products. They work with engineers, designers, and marketers to create products that meet the needs of customers. This course can help you build the skills you need to become a Product Manager by teaching you how to develop and deploy machine learning models in ONNX, which is a format that is optimized for running machine learning models on IoT devices.
Marketing Manager
Marketing Manager
Marketing Managers are responsible for developing and executing marketing campaigns that promote products and services. They work with a variety of teams, including sales, product development, and customer service. This course can help you build the skills you need to become a Marketing Manager by teaching you how to develop and deploy machine learning models in ONNX, which is a format that is optimized for running machine learning models on IoT devices.
Sales Manager
Sales Manager
Sales Managers are responsible for leading and motivating sales teams. They work with customers to identify their needs and develop sales strategies. This course can help you build the skills you need to become a Sales Manager by teaching you how to develop and deploy machine learning models in ONNX, which is a format that is optimized for running machine learning models on IoT devices.
Customer Success Manager
Customer Success Manager
Customer Success Managers are responsible for ensuring that customers are satisfied with their products and services. They work with customers to identify and resolve problems and build relationships. This course can help you build the skills you need to become a Customer Success Manager by teaching you how to develop and deploy machine learning models in ONNX, which is a format that is optimized for running machine learning models on IoT devices.
Technical Writer
Technical Writer
Technical Writers create documentation that explains how to use products and services. They work with engineers and other technical experts to gather information and write clear and concise documentation. This course can help you build the skills you need to become a Technical Writer by teaching you how to develop and deploy machine learning models in ONNX, which is a format that is optimized for running machine learning models on IoT devices.
Project Manager
Project Manager
Project Managers are responsible for planning and executing projects. They work with a variety of stakeholders, including clients, team members, and vendors. This course can help you build the skills you need to become a Project Manager by teaching you how to develop and deploy machine learning models in ONNX, which is a format that is optimized for running machine learning models on IoT devices.
Quality Assurance Analyst
Quality Assurance Analyst
Quality Assurance Analysts are responsible for testing products and services to ensure that they meet quality standards. They work with engineers and other technical experts to identify and fix defects. This course may help you build the skills you need to become a Quality Assurance Analyst by teaching you how to develop and deploy machine learning models in ONNX, which is a format that is optimized for running machine learning models on IoT devices.
IT Support Specialist
IT Support Specialist
IT Support Specialists provide technical support to users of computers and other electronic devices. They work with users to troubleshoot problems and resolve issues. This course may help you build the skills you need to become an IT Support Specialist by teaching you how to develop and deploy machine learning models in ONNX, which is a format that is optimized for running machine learning models on IoT devices.
Help Desk Analyst
Help Desk Analyst
Help Desk Analysts provide technical support to users of computers and other electronic devices. They work with users to troubleshoot problems and resolve issues. This course may help you build the skills you need to become a Help Desk Analyst by teaching you how to develop and deploy machine learning models in ONNX, which is a format that is optimized for running machine learning models on IoT devices.
Computer Operator
Computer Operator
Computer Operators control and monitor computer systems. They work with users to ensure that systems are running smoothly and that data is secure. This course may help you build the skills you need to become a Computer Operator by teaching you how to develop and deploy machine learning models in ONNX, which is a format that is optimized for running machine learning models on IoT devices.
For more career information including salaries, visit:
OpenCourser.com/course/pqkp5i/despliegue
Reading list
We've selected seven books
that we think will supplement your
learning. Use these to
develop background knowledge, enrich your coursework, and gain a
deeper understanding of the topics covered in
Despliegue de modelos de IA en IoT Edge con ONNX.
Este libro proporciona una visión general completa de la inteligencia artificial, cubriendo una amplia gama de temas. Es un recurso invaluable para aquellos que buscan una comprensión integral del campo.
Save
Este libro proporciona una visión completa del aprendizaje profundo, cubriendo tanto los fundamentos teóricos como las aplicaciones prácticas. Es un recurso invaluable para aquellos que buscan una comprensión profunda del campo.
Este libro tiene un enfoque práctico para el Deep Learning, utilizando la biblioteca fastai y PyTorch. Proporciona una curva de aprendizaje rápida para los desarrolladores que buscan construir y desplegar modelos de IA sin una formación extensa en el campo.
Este libro proporciona una base sólida en Python para el análisis de datos. Abarca técnicas de manipulación, limpieza y visualización de datos, que son esenciales para preparar datos para modelos de Machine Learning.
Save
Este libro ofrece una guía práctica para implementar modelos de aprendizaje automático en dispositivos IoT Edge con recursos limitados. Cubre los fundamentos de TinyML y proporciona ejemplos prácticos.
Save
Este libro ofrece una introducción completa a TinyML y su aplicación en microcontroladores embebidos. Proporciona algoritmos, técnicas de optimización y estudios de casos.
Este libro ofrece una introducción completa al aprendizaje profundo y su implementación en Python. Proporciona una base sólida para comprender los conceptos y técnicas subyacentes.
For more information about how these books relate to this course, visit:
OpenCourser.com/course/pqkp5i/despliegue
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Effort
2 horas
Level
Introductory
Via
Coursera
Institution
Coursera Project Network
Instructor
Leire Ahedo
Language
Español
Good to know
Diseñado para estudiantes de la industria de IoT Edge, ya que proporciona habilidades prácticas en el despliegue de modelos de IA en dispositivos IoT Edge con ONNX
Apto para estudiantes interesados en desarrollar modelos de Machine Learning desde cero y desplegarlos en ONNX
Proporciona una base sólida para principiantes en el despliegue de modelos de IA en dispositivos IoT Edge
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