Enroll Course: https://www.coursera.org/learn/art-science-ml-jp
Are you looking to elevate your machine learning models from good to exceptional? The Coursera course, “Art and Science of Machine Learning” (日本語版), offers a comprehensive journey into the crucial aspects of model tuning and optimization. This course is meticulously structured into six modules, designed to equip you with the fundamental skills needed for peak performance in your ML projects.
From understanding the core knowledge of machine learning to making informed judgments and rigorous testing, this course covers it all. A significant focus is placed on generalization techniques using regularization. You’ll delve into the impact of hyperparameters, such as batch size and learning rate, on your model’s performance. Furthermore, the course provides insights into common model optimization algorithms and demonstrates how to implement these methods using TensorFlow code.
The syllabus is thoughtfully laid out, starting with “Practical Machine Learning,” where you’ll learn to adjust batch size and learning rate for better performance and apply these concepts in TensorFlow. The “Hyperparameter Tuning” module distinguishes between parameters and hyperparameters, explores grid search, and introduces more advanced algorithmic approaches, highlighting the convenience of automation with Cloud ML Engine.
For those interested in the theoretical underpinnings, “Machine Learning Theory” covers regularization for creating parsimonious models and explains the mechanics of logistic regression. The “Neural Network Theory” module provides a deeper theoretical understanding, particularly concerning neural networks. Finally, “Embeddings” teaches you how to manage sparse data, reduce memory consumption, and accelerate training using embeddings, which also serve as a method for dimensionality reduction, leading to simpler and more generalizable models.
Whether you’re a budding data scientist or an experienced practitioner looking to refine your skills, this course provides invaluable knowledge and practical techniques. I highly recommend “Art and Science of Machine Learning” for anyone serious about achieving optimal results in their machine learning endeavors.
Enroll Course: https://www.coursera.org/learn/art-science-ml-jp