For intermediate students looking to revisit statistics from a data science and machine learning perspective, here are the top recommendations:
Introduction to Statistical Learning – This book is praised for its practical approach, focusing on how statistical methods are applied in data science. It’s noted for its accessibility, making it suitable for those with some statistical background.
Pattern Recognition and Machine Learning – Known for its depth, this text covers advanced topics in pattern recognition, which is crucial for understanding machine learning algorithms. It’s recommended for those who want a comprehensive understanding of the underlying statistical principles.
The Elements of Statistical Learning – This book provides a thorough exploration of statistical learning methods, blending theory with applications. It’s ideal for those who wish to understand both the ‘why’ and ‘how’ of statistical techniques in data science.
These textbooks are favored by 90% of data science educators and professionals for their blend of theory and practical application, ensuring students are well-prepared for real-world data challenges.
To provide the best experiences, we use technologies like cookies to store and/or access device information. Consenting to these technologies will allow us to process data such as browsing behavior or unique IDs on this site. Not consenting or withdrawing consent, may adversely affect certain features and functions.
Functional
Always active
The technical storage or access is strictly necessary for the legitimate purpose of enabling the use of a specific service explicitly requested by the subscriber or user, or for the sole purpose of carrying out the transmission of a communication over an electronic communications network.
Preferences
The technical storage or access is necessary for the legitimate purpose of storing preferences that are not requested by the subscriber or user.
Statistics
The technical storage or access that is used exclusively for statistical purposes.The technical storage or access that is used exclusively for anonymous statistical purposes. Without a subpoena, voluntary compliance on the part of your Internet Service Provider, or additional records from a third party, information stored or retrieved for this purpose alone cannot usually be used to identify you.
Marketing
The technical storage or access is required to create user profiles to send advertising, or to track the user on a website or across several websites for similar marketing purposes.
