Machine Learning Guide
A machine learning podcast teaching the fundamentals of machine learning and artificial intelligence. It covers intuition, models, neural networks, math, languages, frameworks, etc. Where visual ML resources provide the trees, I provide the forest. Podcasts are a great supplement during exercise, commute, chores, etc.
MLA 008 Exploratory Data Analysis
Oct 26, 2018
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EDA + charting. DataFrame info/describe, imputing strategies. Useful charts like histograms and correlation matrices.
Try a walking desk to stay healthy while you study or work!
Show Notes
Nulls, mean, median
- df.info() - dtypes, nulls
- df.describe(): count, mean, std, min/max, quartiles
Line, scatter
Outliers: histogram, box plots
- Remove outliers? RobustScaler?
Correlation matrices