Principal Component Analysis Course
This course equips you with Principal Component Analysis skills for practical statistics. Learn to clean and scale data, pick optimal components, interpret loadings accurately, and contrast PCA against t-SNE and UMAP. Transform complex high-dimensional data, like customer profiles, into insightful segments, compelling visuals, and enhanced predictive models for real business use.
from 4 to 360h flexible workload
valid certificate in your country
What will I learn?
Gain expertise in dimensionality reduction via Principal Component Analysis. Master data cleaning, preprocessing, feature selection, and efficient PCA on big datasets. Interpret loadings confidently, select components, visualise for segmentation and modelling, compare with t-SNE and UMAP, and develop production pipelines.
Elevify advantages
Develop skills
- Clean and prepare data for PCA using scaling, imputation, and encoding techniques.
- Select best principal components via scree plots, variance explained, and analysis methods.
- Interpret PCA loadings and rotations to uncover meaningful business insights.
- Implement PCA in Python with scikit-learn for efficient large-scale reduction.
- Evaluate PCA against t-SNE and UMAP to select ideal dimensionality tools.
Suggested summary
Before starting, you can change the chapters and workload. Choose which chapter to start with. Add or remove chapters. Increase or decrease the course workload.What our students say
As suas aulas são perfeitas. Adquiri o pacote de um ano e, finalmente, tenho a oportunidade de acompanhar diversos temas do meu interesse sem precisar mudar de plataforma... agradeço por tudo o que fazem, já recomendei vocês a outras pessoas...
Giulio CarloAluno de Marketing Digital
Eu gosto de como as lições são direto ao ponto e como eu consigo alterar capítulos e pular conteúdos que não preciso.
Mariana FerresAluna de Fotografia
Gosto do conteúdo e do modo de apresentação e transcrição de vídeos, o que acelera o processo!
Luciana AlvarengaAluna de Design de Unhas
A plataforma é rápida, simples de usar. A diversidade de conteúdo e os vídeos complementares ajudam muito no aprendizado.
Giulio CarloAluno de Engenharia de Prompt
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