Professional Certificate in PCA Applications: Real-World Scenarios
-- ViewingNowThe Professional Certificate in PCA (Principal Component Analysis) Applications: Real-World Scenarios is a crucial course that provides learners with essential skills for data analysis and machine learning. PCA is a powerful statistical technique used to analyze large datasets and extract key information, making it invaluable in fields such as finance, engineering, and healthcare.
5,212+
Students enrolled
GBP £ 149
GBP £ 215
Save 44% with our special offer
ใใฎใณใผในใซใคใใฆ
100%ใชใณใฉใคใณ
ใฉใใใใงใๅญฆ็ฟ
ๅ ฑๆๅฏ่ฝใช่จผๆๆธ
LinkedInใใญใใฃใผใซใซ่ฟฝๅ
ๅฎไบใพใง2ใถๆ
้ฑ2-3ๆ้
ใใคใงใ้ๅง
ๅพ ๆฉๆ้ใชใ
ใณใผใน่ฉณ็ดฐ
โข Principles of PCA: Introduction to Principal Component Analysis, Linear Algebra Refresher, Singular Value Decomposition
โข Data Preprocessing: Data Cleaning, Normalization, Outlier Detection and Removal
โข Implementing PCA: Choosing the Number of Components, Mean Normalization, Covariance and Correlation Matrices
โข PCA in Real-World Scenarios: Image Compression, Face Recognition, Text Analysis, Genomics Data Analysis
โข PCA Variations: Kernel PCA, Probabilistic PCA, Non-negative Matrix Factorization
โข Evaluating PCA: Reconstruction Error, Explained Variance, Scree Plot
โข PCA Limitations: Curse of Dimensionality, Loss of Interpretability, Assumptions and Limitations
โข PCA Alternatives: t-SNE, Autoencoders, Multidimensional Scaling
โข Research Topics in PCA: Deep Learning-based PCA, Online PCA, Incremental PCA
ใญใฃใชใขใใน
ๅ ฅๅญฆ่ฆไปถ
- ไธป้กใฎๅบๆฌ็ใช็่งฃ
- ่ฑ่ชใฎ็ฟ็ๅบฆ
- ใณใณใใฅใผใฟใผใจใคใณใฟใผใใใใขใฏใปใน
- ๅบๆฌ็ใชใณใณใใฅใผใฟใผในใญใซ
- ใณใผในๅฎไบใธใฎ็ฎ่บซ
ไบๅใฎๆญฃๅผใช่ณๆ ผใฏไธ่ฆใใขใฏใปใทใใชใใฃใฎใใใซ่จญ่จใใใใณใผในใ
ใณใผใน็ถๆณ
ใใฎใณใผในใฏใใญใฃใชใข้็บใฎใใใฎๅฎ็จ็ใช็ฅ่ญใจในใญใซใๆไพใใพใใใใใฏ๏ผ
- ่ชๅฏใใใๆฉ้ขใซใใฃใฆ่ชๅฎใใใฆใใชใ
- ่ชๅฏใใใๆฉ้ขใซใใฃใฆ่ฆๅถใใใฆใใชใ
- ๆญฃๅผใช่ณๆ ผใฎ่ฃๅฎ
ใณใผในใๆญฃๅธธใซๅฎไบใใใจใไฟฎไบ่จผๆๆธใๅใๅใใพใใ
ใชใไบบใ ใใญใฃใชใขใฎใใใซ็งใใกใ้ธใถใฎใ
ใฌใใฅใผใ่ชญใฟ่พผใฟไธญ...
ใใใใ่ณชๅ
ใณใผในๆ้
- ้ฑ3-4ๆ้
- ๆฉๆ่จผๆๆธ้ ้
- ใชใผใใณ็ป้ฒ - ใใคใงใ้ๅง
- ้ฑ2-3ๆ้
- ้ๅธธใฎ่จผๆๆธ้ ้
- ใชใผใใณ็ป้ฒ - ใใคใงใ้ๅง
- ใใซใณใผในใขใฏใปใน
- ใใธใฟใซ่จผๆๆธ
- ใณใผในๆๆ
ใณใผในๆ ๅ ฑใๅๅพ
ไผ็คพใจใใฆๆฏๆใ
ใใฎใณใผในใฎๆฏๆใใฎใใใซไผ็คพ็จใฎ่ซๆฑๆธใใชใฏใจในใใใฆใใ ใใใ
่ซๆฑๆธใงๆฏๆใใญใฃใชใข่จผๆๆธใๅๅพ
