Data Analytics Course Using Python (Index)

Chapters

• Data Analytics Books (May 2023)
• Ch 1: What is Data Mining?
• Ch 2: Descriptive Statistics
• Ch 3: Scaling and Normalization
• Ch 4: Smoothing
  • Equal Frequency Binning (Demo using Python and Pandas Code)
• Ch 5: Similarity, dissimilarity and distance

Chapters Pending Publication

• (6) decision tree
• (7) measuring classification
• (8) linear regression between two variables
• (9) categorical encoding
• (10) naive bayes classifier
• (11) logistic regression
• (12) support vector machines
• (13) one-vs-rest and one-vs-one strategies for multiclass classification
• (14) generalization and overfitting
• (15) kNN classification
• (16) clustering and kmeans
• (17) clustering (kmeans)
• (18) clustering (agglomerative hierarchical clustering)
• (19) clustering - dbscan
• (20) cluster evaluation
• (21) random forest
• (22) five regression algorithms
• (23) Ensemble techniques
• Exercises

Tags: Python,Data Analytics,Technology,