Recent Developments on Statistical and Neural Network Tools Focusing on Biodiesel Quality - Scientific Figure on ResearchGate. Available from: https://www.researchgate.net/figure/TOPOLOGY-OF-A-MULTILAYER-PERCEPTRON-NEURAL-NETWORK_fig1_274240858 [accessed 12 Feb, 2021]

University of Michigan - Ann Arbor

Cite helpful visuals for helping explain data science concepts

Helpful data science images

https://www.textbook.ds100.org/ch/15/bias_cv.html



Image Reference: Train Test Error

Image Reference: Linear vs Logistic Regression

Graphical representation of using the decrease in Gini Index to determine the most important variables. 

Image Reference: Variable Importance

Link: [kaggle.com](https://www.kaggle.com/dansbecker/using-categorical-data-with-one-hot-encoding) 

One hot encoding picture

Link: [runestone.academy](https://runestone.academy/runestone/books/published/httlads/_images/DSPipeline1.svg) 

Image Reference: Data Science Pipeline

https://manisha-sirsat.blogspot.com/2019/04/confusion-matrix.html

Image Reference: Confusion Matrix

https://towardsdatascience.com/understanding-auc-roc-curve-68b2303cc9c5

ROC & AUC

https://www.intermediait.com/blog/2019/11/18/evaluating-model-performance-generalization-bias-variance-tradeoff-and-overfitting-vs-underfitting/

Workflow to reduce BIAS and VARIANCE

Topology of a multilayer perceptron neural network

https://towardsdatascience.com/understanding-learning-rates-and-how-it-improves-performance-in-deep-learning-d0d4059c1c10

Learning Rate in Deep Learning

PART OF SPEECH TAGGER FOR ARABIC TEXT BASED SUPPORT VECTOR MACHINES: A REVIEW - Scientific Figure on ResearchGate. Available from: https://www.researchgate.net/figure/Methods-for-implementing-POS-tagger_fig1_331684946

Methods for implementing POS tagger


https://www.sentisum.com/library/nlp-and-text-mining

NLP and other relationships

https://medium.com/@tomyuz/a-sentiment-analysis-approach-to-predicting-stock-returns-d5ca8b75a42

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