Enroll Course: https://www.coursera.org/learn/gcp-big-data-ml-fundamentals-fr
For those looking to dive into the world of Big Data and Machine Learning with a focus on Google Cloud, and with a preference for learning in French, the “Google Cloud Big Data and Machine Learning Fundamentals en Français” course on Coursera is an excellent choice. This comprehensive course is designed to guide learners through the entire “data to AI” lifecycle, providing a solid understanding of Google Cloud’s powerful tools and services.
The course begins with a thorough introduction, setting the stage for what’s to come and outlining the learning objectives. It then delves into the core components of Google Cloud’s infrastructure specifically tailored for big data and machine learning. You’ll gain insights into the key products and services that enable the “data to AI” journey.
A significant portion of the course is dedicated to data engineering for data streaming. This module explores Google Cloud’s solutions for managing data flows, covering an end-to-end pipeline that includes data ingestion with Pub/Sub, data processing with Dataflow, and data visualization using Looker and Data Studio. This practical approach ensures you understand how to handle real-time data effectively.
Big data processing is tackled head-on with a deep dive into BigQuery, Google’s serverless data warehouse. The course also introduces BigQuery ML, highlighting the essential processes and commands needed to build custom machine learning models directly within the data warehouse. This is a crucial skill for anyone working with large datasets.
Furthermore, the course explores the various machine learning options available on Google Cloud, with a particular emphasis on Vertex AI. You’ll learn about Vertex AI as the unified platform for creating ML projects and managing their entire lifecycle. The practical application of these concepts is reinforced through a dedicated module on the machine learning workflow with Vertex AI. This section focuses on the critical phases of data preparation, model training, and model evaluation, even offering hands-on practice in creating a machine learning model with AutoML.
Finally, the course concludes with a summary that recaps all the key topics covered and provides valuable pointers to additional resources for continued learning. Whether you’re new to cloud computing or looking to specialize in data analytics and AI, this French-language course offers a structured and informative path to mastering Google Cloud’s big data and machine learning capabilities.
Enroll Course: https://www.coursera.org/learn/gcp-big-data-ml-fundamentals-fr