Google Cloud
Machine Learning with TensorFlow on Google Cloud en Español Specialization
Google Cloud

Machine Learning with TensorFlow on Google Cloud en Español Specialization

Descubra el AA con Google Cloud. Experimentación en el mundo real con AA de extremo a extremo.

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4.6

(211 reviews)

Intermediate level
Some related experience required
2 months to complete
at 10 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
4.6

(211 reviews)

Intermediate level
Some related experience required
2 months to complete
at 10 hours a week
Flexible schedule
Learn at your own pace

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Specialization - 5 course series

What you'll learn

  • Describir Vertex AI Platform y cómo se utiliza para crear, entrenar e implementar modelos de aprendizaje de AutoML sin escribir una línea de código.

  • Describir las prácticas recomendadas para implementar el aprendizaje automático en Google Cloud.

  • Aprovechar las herramientas y el entorno de Google Cloud Platform para realizar el AA.

  • Definir las prácticas recomendadas de la IA responsable.

Skills you'll gain

Category: Artificial Intelligence and Machine Learning (AI/ML)
Category: Deep Learning
Category: Tensorflow
Category: Data Management
Category: MLOps (Machine Learning Operations)
Category: Data Ethics
Category: Google Cloud Platform
Category: Data Strategy
Category: Applied Machine Learning
Category: Cloud Computing
Category: Machine Learning

What you'll learn

  • Describir cómo mejorar la calidad de los datos y realizar análisis exploratorios de datos

  • Compilar y entrenar modelos de AutoML con Vertex AI y BigQuery ML

  • Optimizar y evaluar los modelos con las funciones de pérdida y las métricas de rendimiento

  • Crear conjuntos de datos de entrenamiento, evaluación y prueba repetibles y escalables

Skills you'll gain

Category: Deep Learning
Category: Tensorflow
Category: Jupyter
Category: Pandas (Python Package)
Category: Data Pipelines
Category: Google Cloud Platform
Category: Data Manipulation
Category: Supervised Learning
Category: Keras (Neural Network Library)
Category: Machine Learning Methods
Category: Application Programming Interface (API)

What you'll learn

Skills you'll gain

Category: Tensorflow
Category: MLOps (Machine Learning Operations)
Category: Data Modeling
Category: Data Pipelines
Category: Data Processing
Category: Keras (Neural Network Library)
Category: Feature Engineering
Category: Applied Machine Learning
Category: Data Transformation
Category: Machine Learning
Category: Python Programming

What you'll learn

  • Describir Vertex AI Feature Store y comparar los aspectos clave que debe tener un atributo útil

  • Realizar ingeniería de atributos con BigQuery ML, Keras y TensorFlow

  • Analizar cómo procesar previamente y explorar atributos con Dataflow y Dataprep

  • Usar tf.Transform

Skills you'll gain

Category: Data Quality
Category: Data Analysis
Category: Sampling (Statistics)
Category: Exploratory Data Analysis
Category: Performance Tuning
Category: Google Cloud Platform
Category: Supervised Learning
Category: Regression Analysis
Category: Applied Machine Learning
Category: Big Data
Category: Machine Learning Algorithms
Category: Machine Learning

What you'll learn

  • Generalizar un modelo de AA usando técnicas de regularización

  • Ajustar el tamaño del lote y la tasa de aprendizaje para mejorar el rendimiento del modelo

  • Optimizar el modelo

  • Aplicar los conceptos en el código de TensorFlow

Skills you'll gain

Category: Deep Learning
Category: Artificial Neural Networks
Category: Tensorflow
Category: Performance Tuning
Category: Google Cloud Platform
Category: Supervised Learning
Category: Regression Analysis
Category: Applied Machine Learning
Category: Machine Learning Algorithms
Category: Machine Learning

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Instructor

Google Cloud Training
Google Cloud
1,835 Courses3,428,925 learners

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Google Cloud

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