Enroll Course: https://www.coursera.org/learn/launching-machine-learning-jp
Coursera’s “Launching into Machine Learning (Japanese Version)” is a fantastic course for anyone looking to dive into the world of machine learning, especially if you prefer learning in Japanese or are interested in Google Cloud’s ML offerings. The course begins with a crucial foundation: understanding and improving data quality. It walks you through Exploratory Data Analysis (EDA), highlighting its importance in preparing data for ML models and how poor data quality can lead to biased results. This initial focus on data is a significant strength, as it’s often the most critical step in any ML project.
The course then transitions to practical implementation, introducing the core types of machine learning. A major highlight is the module on Vertex AI AutoML. This section is particularly valuable as it demonstrates how to build, train, and deploy ML models without writing a single line of code. This no-code approach makes ML accessible to a broader audience, including those who might not have extensive programming backgrounds but want to leverage ML.
Furthermore, the course delves into BigQuery ML, showcasing its benefits for developing ML models directly where your data resides. This integration with BigQuery is a powerful feature for data-intensive tasks. The latter part of the course focuses on optimization techniques and the concepts of generalization and sampling. It addresses the common pitfall where a model performing perfectly on training data might fail in real-world scenarios. Learning how to create reproducible datasets for training, evaluation, and testing, and establishing performance benchmarks, is essential for building robust ML solutions.
Overall, “Launching into Machine Learning (Japanese Version)” provides a well-rounded introduction to ML concepts and practical application within the Google Cloud ecosystem. The emphasis on data quality, the accessibility of AutoML, and the insights into optimization make it a highly recommended course for aspiring ML practitioners.
Enroll Course: https://www.coursera.org/learn/launching-machine-learning-jp