1st lesson free
Christine
- Rate S$51
- Response 1h
S$51/h
Contact
1st lesson free
- Algebra
- Trigonometry
- Arithmetic
- Geometry
- Logic
Algebra with 10 years of experience, covering advanced matrix theory, singular value decomposition, and applications in machine learning and data science.
- Algebra
- Trigonometry
- Arithmetic
- Geometry
- Logic
Lesson location
About Christine
Algebra tutor with 10 years of experience teaching university and graduate students. Have taught around 300 students, helping many excel in advanced matrix theory and its applications. I am known for clear explanations and practical applications. I provide comprehensive notes, problem sets, and code examples. I am available for research guidance and advanced study preparation.
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About the lesson
- Primary
- Secondary
- Adult education
- +4
levels :
Primary
Secondary
Adult education
Bachelor
Masters
Diploma
Doctorate
- English
All languages in which the lesson is available :
English
My teaching approach for Algebra is centered on advanced matrix theory and its applications in data science. I begin with eigenvalues and eigenvectors, including diagonalization and properties. I teach singular value decomposition (SVD), including derivations and applications in dimensionality reduction, data compression, and noise filtering. I cover principal component analysis (PCA) and its applications in machine learning. I also cover matrix norms, condition numbers, and applications in solving ill-conditioned systems. I use real-world examples from image processing, recommendation systems, and statistical learning to show practical applications. I provide detailed notes, proofs, and problem sets. I assign homework that includes both theoretical derivations and computational implementations. I conduct weekly tests and provide feedback. I maintain a progress log and offer additional support for challenging topics. My goal is to prepare you for careers in data science and machine learning.
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Rates
Rate
- S$51
Pack rates
- 5h: S$255
- 10h: S$510
online
- S$51/h
free lessons
This first lesson is free to allow you to get to know your teacher so that they can best meet your needs.
- 1hr
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