Welcome to Langboat Mengzi Community!
Langboat Technology provides learning guidance for developers who want to get started with NLP technology
Scan code to join Mengzi open source communityIntroductory NLP Fundamentals Course
NLP Advanced Course
Mathematical Basis#
This section covers the fundamentals of calculus, linear algebra, statistics, and probability theory that may be involved in machine learning algorithms.
If you have been exposed to the above knowledge in college, we recommend that you skip this part.#
For a review, please refer to:
- Open source book Mathematics for Machine Learning，andChinese translation
- Chinese video tutorial: Alibaba Cloud Mathematics Basic Tutorial for Machine Learning
If you want to study/review math in detail#
Please refer to the following tutorials:
- Calculus: MIT video courseSingle Variable Calculus, Multivariable Calculus
- Linear Algebra: Georgia Tech's interactive Linear Algebra textbook
- Statistics and Probability: Descriptive Statisticsbook，MIT Introduction to Probabilityvideo and companion book
- Optimization: CMU Optimization course video
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