https://www.youtube.com/watch?v=BrK7X_XlGB8&feature=youtu.be

A visual guide to Bayesian thinking

Decision trees are a simple way to convert a table of data that you have sitting around your desk into a means to predict and classify new data as it comes.


https://www.youtube.com/watch?v=7VeUPuFGJHk

About Decision Tree

This video explains how SVM (Support Vector Machine) algorithm works to classify a linearly separable binary data set. 


https://www.youtube.com/watch?v=1NxnPkZM9bc

How SVM (Support Vector Machine) algorithm works

"In this video, I move beyond the Simple Perceptron and discuss what happens when you build multiple layers of interconnected perceptrons ("fully-connected network") for machine learning."


https://www.youtube.com/watch?v=u5GAVdLQyIg

Neural Networks: Multilayer Perceptron

Logistic regression is a traditional statistics technique that is also very popular as a machine learning tool. 

https://www.youtube.com/watch?v=yIYKR4sgzI8

About Logistic Regression

Bias and Variance are two fundamental concepts for Machine Learning, and their intuition is just a little different from what you might have learned in your statistics class. Here the video go through two examples that make these concepts super easy to understand.


https://www.youtube.com/watch?app=desktop&v=EuBBz3bI-aA

Bias and Variance

Augmented Startups. (2017, 26 August). Naive Bayes Classifier [Video]. Youtube. [www.youtube.com/watch?v=CPqOCI0ahss](https://www.youtube.com/watch?v=CPqOCI0ahss) 

YouTube: Augmented Startups - Naïve Bayes Classifier

These are videos/video series to accompany concepts from data science and machine learning.

University of Michigan - Ann Arbor

This node organizes data science learning references by resource type: books, online courses, research papers, images, videos, and online articles.

Data Science References by Resource Type

The list of helpful books about data science:
1. An Introduction to Statistical Learning with Applications in R
2.  The Elements of Statistical Learning: Data Mining, Inference and Prediction
3.  Learning From Data
4. The Hundred-Page Machine Learning Book by Andriy Burkov
5. The Deep Learning Revolution


Helpful data science books

The list of helpful books about data science:
1. Data science and prediction

Helpful data science research papers

These online courses can be easy resources to structure data science education. 

Helpful data science online courses

Cite helpful visuals for helping explain data science concepts

Helpful data science images

This node can be used to share links to online articles and websites that are beneficial for learning and are references for other nodes. 

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