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

Machine Learning with TensorFlow on Google Cloud en Français Specialization

Apprenez à utiliser le ML avec Google Cloud. Découvrez et utilisez le machine learning de bout en bout en conditions réelles.

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4.2

(22 reviews)

Intermediate level
Some related experience required
2 months
at 10 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
4.2

(22 reviews)

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

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Specialization - 5 course series

What you'll learn

  • Décrire la plate forme Vertex AI et comment utiliser pour créer, entraîner et déployer des modèles de machine learning AutoML sans écrire de code

  • Décrire les bonnes pratiques pour implémenter le machine learning sur Google Cloud

  • Exploiter les outils et l’environnement Google Cloud Platform pour appliquer le ML

  • Formuler de bonnes pratiques d'IA responsable

Skills you'll gain

Category: Artificial Intelligence and Machine Learning (AI/ML)
Category: PyTorch (Machine Learning Library)
Category: Data Pipelines
Category: Data Ethics
Category: Google Cloud Platform
Category: Data Processing
Category: Machine Learning
Category: Deep Learning
Category: Tensorflow
Category: Jupyter
Category: MLOps (Machine Learning Operations)
Category: Data Strategy
Category: Applied Machine Learning
Category: Big Data

What you'll learn

  • Expliquer comment améliorer la qualité des données et effectuer des analyses exploratoires

  • Créer et entraîner des modèles AutoML avec Vertex AI et BigQuery ML

  • Optimiser et évaluer des modèles à l'aide des fonctions de perte et des métriques de performances

  • Créer des ensembles de données d'entraînement, d'évaluation et de test reproductibles et évolutifs

Skills you'll gain

Category: Artificial Neural Networks
Category: Deep Learning
Category: Tensorflow
Category: MLOps (Machine Learning Operations)
Category: Data Pipelines
Category: Google Cloud Platform
Category: Keras (Neural Network Library)
Category: Application Programming Interface (API)
Category: Data Transformation
Category: Machine Learning
Category: Scalability
Category: Application Deployment

What you'll learn

  • Concevoir et créer un pipeline de données d'entrée TensorFlow.

  • Manipuler des données d'ensembles de données volumineux à l'aide de la bibliothèque tf.data.

  • Créer des modèles simples ou avancés à l'aide des API Keras Sequential et Keras Functional

  • Entraîner, déployer et utiliser en production des modèles de ML à grande échelle à l'aide de Vertex AI

Skills you'll gain

Category: Data Cleansing
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: Machine Learning

What you'll learn

  • Décrire Vertex AI Feature Store et comparer les principaux aspects que doit avoir une caractéristique pour être pertinente

  • Effectuer une ingénierie des caractéristiques à l'aide de BigQuery ML, Keras et TensorFlow

  • Découvrir comment prétraiter et explorer des caractéristiques à l'aide de Dataflow et Dataprep

  • Utiliser tf.Transform

Skills you'll gain

Category: Artificial Neural Networks
Category: Dimensionality Reduction
Category: Tensorflow
Category: Performance Tuning
Category: Google Cloud Platform
Category: Applied Machine Learning
Category: Machine Learning Algorithms
Category: Machine Learning

What you'll learn

Skills you'll gain

Category: Tensorflow
Category: Dataflow
Category: Data Modeling
Category: Data Processing
Category: Keras (Neural Network Library)
Category: Feature Engineering
Category: Applied Machine Learning
Category: Data Transformation
Category: Machine Learning
Category: Statistical Methods

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Instructor

Google Cloud Training
Google Cloud
1,838 Courses3,436,408 learners

Offered by

Google Cloud

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