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Data Science Algorithms: Random Forest

Used for both classification as well as regression

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Data Science Algorithms: Decision Trees

Supervised machine learning algorithm for classification and regression

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Statistics - Maximum Likelihood Estimation

Information about MLE and its advantages - disadvantages

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Data Visualization using Python - Plotly and Bokeh

Plotly and Bokeh, two more important libraries

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Data Science Algorithms: Multiple Linear Regression

A regression algorithm [supervised learning]

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Data Science Algorithms: Simple Linear Regression

A regression algorithm [supervised learning]

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Data Science Algorithms : Naive Bayes

A classification algorithm (supervised learning)

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Statistics - Markov Chain Monto Carlo Methods

a class of algorithms for sampling from a probability distribution

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