Data Science, Machine Learning, Algorithms, Predictive Modeling.
will be lost along PCA_2. Dimensions get reduced with small amount of loss in variance. PCA_1 is more influential. Implementation in Python Sample data. :D We see that there is no significant increase in variance after 33 parameters. Retain maximum variance of dataset using 33 features, not 44.