Enroll Course: https://www.coursera.org/learn/art-science-ml-br
Are you looking to dive deeper into the world of Machine Learning (ML) and understand not just the ‘how’ but also the ‘why’ behind optimizing models? Coursera’s ‘Art and Science of Machine Learning em Português Brasileiro’ is an excellent course designed to equip you with essential skills in intuition, common sense, and experimentation for fine-tuning and enhancing ML model performance.
This comprehensive course is structured into six modules, each building upon the last to provide a holistic understanding of ML. You’ll start with an introduction that lays the groundwork, emphasizing the crucial elements of intuition and experimentation. The course then delves into ‘The Art of ML,’ where you’ll learn practical techniques for adjusting batch size and learning rates to boost model performance. You’ll also get hands-on experience applying these concepts within TensorFlow.
Moving on to ‘Hyperparameter Tuning,’ you’ll gain a clear understanding of the difference between parameters and hyperparameters. The course explores traditional grid search methods and introduces more intelligent algorithmic approaches. A significant advantage highlighted is how Cloud ML Engine simplifies the automation of this critical process.
‘A Pinch of Science’ module bridges the gap between the art and the science of ML. Here, you’ll explore sparsity regularization for creating more concise models and delve into logistic regression, learning how to effectively evaluate model performance. The course further explores ‘The Science of Neural Networks,’ offering a deeper look into this powerful ML architecture.
Finally, the ‘Embeddings’ module is particularly insightful. You’ll discover how to leverage embeddings to manage sparse data, leading to faster training times and reduced memory consumption. Embeddings are also presented as a powerful tool for dimensionality reduction, making your models simpler and more generalizable.
Overall, ‘Art and Science of Machine Learning em Português Brasileiro’ is a highly recommended course for anyone serious about understanding and implementing effective machine learning strategies. It strikes a great balance between theoretical understanding and practical application, making complex concepts accessible and actionable.
Enroll Course: https://www.coursera.org/learn/art-science-ml-br