Table of Contents:
“...Introduction -- The
Data Science Road Map --
Programming Languages --
Data Munging: String Manipulation, Regular Expressions, and
Data Cleaning -- Visualizations and Simple Metrics -- AI and Machine Learning Overview -- Interlude: Feature Extraction Ideas -- Machine Learning Classification -- Technical Communication and Documentation -- Unsupervised Learning: Clustering and Dimensionality Reduction -- Regression --
Data Encodings and File Formats -- Big
Data -- Databases -- Software Engineering
Best Practices -- Traditional Natural Language
Processing -- Time Series Analysis -- Probability -- Statistics --
Programming Language Concepts -- Performance and
Computer Memory --
Computer Memory and
Data Structures -- Maximum Likelihood Estimation and Optimization -- Deep Learning and AI -- Stochastic Modeling -- Parting Words: Your Future as a
Data Scientist....
”
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