Adaptive Machine Learning Algorithms with Python: Solve Data Analytics and Machine Learning Problems on Edge Devices

© The Author(s), under exclusive license to APress Media, LLC, part of Springer Nature 2022

C. ChatterjeeAdaptive Machine Learning Algorithms with Pythonhttps://doi.org/10.1007/978-1-4842-8017-1_2

2. General Theories and Notations

Chanchal Chatterjee¹  

(1)

San Jose, CA, USA

 

2.1 Introduction

In this chapter, I present algorithms for the adaptive solutions of matrix algebra problems from a sequence of matrices. The streams or sequences can be random matrices {A_k} or {B_k}, or the correlation matrices of random vector sequences {x_k} or {y_k}. Examples of matrix algebra are matrix inversion, square root, inverse square root, eigenvectors, generalized eigenvectors, singular vectors, and generalized singular vectors.

This chapter additionally covers the basic ...