junjunjiang的博客

Machine learning is a subfield of computer science that is concerned with building algorithms which, to be useful, rely on a collection of examples of some phenomenon. These examples can come from nature, be handcrafted by humans or generated by another algorithm. Machine learning can also be defined as the process of solving a practical problem by 1) gathering a dataset, and 2) algorithmically building a statistical model based on that dataset. That statistical model is assumed to be used somehow to solve the practical problem. To save keystrokes, I use the terms “learning” and “machine learning” interchangeably

Conditional-Random-Fields-Probabilistic-Models-for-Segmenting-and-Labeling-Sequence-Data

How to Write a Good Scientific Paper by Chris A. Mack is a valuable resource for all students and faculty in science and engineering. SPIE is pleased to make it available here at no charge as a PDF eBook. As Dr. Mack explains, “Many scientists and engineers consider themselves poor writers or find the writing process difficult. The good news is that you do not have to be a talented writer to produce a good scientific paper, but you do have to be a careful writer. In particular, writing for a peer-reviewed scientific or engineering journal requires learning and executing a specific formula for presenting scientific work. This book is all about teaching the style and conventions of writing for a peer-reviewed scientific journal. From structure to style, titles to tables, abstracts to author lists, this book gives practical advice about the process of writing a paper and getting it published.”

23个在线英语词典和英语语料库。大家可以拿来训练模型。

学科专业词典，包含24个学科，数学，医学，化学，计算机，物理，哲学，天文学，财经，会计，金融，生物学等。可用作行业分词，行业知识图谱等等……

收集的数学专业的词典，含中英文对照。一行为英文词，一行为中文词，上下对应。

顶级数学家和计算机科学家合著的经典著作 　　被世界多所知名大学采纳为教材 　　当代计算机科学方面的一部重要著作，TAOCP的前奏曲 　　不仅讲述数学问题和技巧，更侧重教导解决问题的方法 　　或平淡、或深刻、或严肃、或幽默的涂鸦，让你在轻松愉悦的心境下体会数学的美妙 　　第二作者、图灵奖得主计算机科学泰斗Donald E. Knuth（高德纳）在接受图灵社区的访谈时如是说： 　　“《具体数学》是一份‘纲领’，它的内容是我对于数学诸多方面应该如何教与学的思考。熟练掌握代数公式的基础技能，对我来说始终都是关键所在。这些内容在 TAOCP里都有讨论，但只能是蜻蜓点水；在斯坦福大学的课程中，我得以深入更多的细节，而那些课程都被囊括在这本书中了。”