Enroll Course: https://www.coursera.org/learn/gcp-big-data-ml-fundamentals-jp
In today’s data-driven world, understanding big data and machine learning is essential for anyone looking to leverage technology for business or personal growth. The course ‘Google Cloud Big Data and Machine Learning Fundamentals 日本語版’ offers a comprehensive introduction to these critical areas, specifically tailored for Japanese speakers.
### Course Overview
This course provides an in-depth look at the lifecycle from data to AI, showcasing Google Cloud’s big data and machine learning products and services. It covers the processes, challenges, and benefits of building big data pipelines and machine learning models using Vertex AI on Google Cloud.
### Syllabus Breakdown
1. **Course Introduction**: This section outlines the course structure and objectives, setting the stage for what learners can expect.
2. **Big Data and Machine Learning on Google Cloud**: Here, you’ll explore the key components of Google Cloud infrastructure and the various products and services that support the data-to-AI lifecycle.
3. **Streaming Data Engineering**: This section introduces Google Cloud solutions for managing streaming data, detailing end-to-end pipelines using tools like Pub/Sub, Dataflow, Looker, and Data Portal for data visualization.
4. **BigQuery for Big Data**: Learn about BigQuery, Google’s fully managed serverless data warehouse, and how to use BigQuery ML for building custom machine learning models.
5. **Machine Learning Options on Google Cloud**: This section discusses four options for building machine learning models on Google Cloud, including an introduction to Vertex AI, a unified platform for managing ML projects.
6. **Machine Learning Workflows with Vertex AI**: Focus on the three main phases of the machine learning workflow in Vertex AI: data preparation, model training, and model deployment, with hands-on experience using AutoML.
7. **Course Summary**: Finally, the course wraps up with a review of the topics covered and additional resources for further learning.
### Why You Should Take This Course
This course is perfect for beginners and intermediate learners who want to understand the fundamentals of big data and machine learning within the Google Cloud ecosystem. The hands-on approach, combined with theoretical knowledge, ensures that you not only learn but also apply your skills in real-world scenarios.
### Conclusion
If you’re looking to enhance your skills in big data and machine learning, especially within the Google Cloud environment, I highly recommend enrolling in ‘Google Cloud Big Data and Machine Learning Fundamentals 日本語版’. It’s a valuable investment in your professional development that will equip you with the knowledge and tools to succeed in the ever-evolving tech landscape.
Enroll Course: https://www.coursera.org/learn/gcp-big-data-ml-fundamentals-jp