Referenced During Curriculum

More coming soon...

Python:

Coming soon...

Data Science:

Statistics

P value

• https://www.machinelearningplus.com/statistics/p-value/

• https://towardsdatascience.com/what-is-a-p-value-b9e6c207247f

Z score

• https://lazyprogrammer.me/what-the-hell-is-a-z-score/

Gaussian Distribution

• Why is it important

Machine Learning:

Understanding Models

Underfitting and Overfitting

• https://scikit-learn.org/stable/auto_examples/model_selection/plot_underfitting_overfitting.html#sphx-glr-auto-examples-model-selection-plot-underfitting-overfitting-py

Gradient Decent

• Math behind gradient decent

Supervised Learning

Regression

Evaluation

• evaluate linear regression model

• mean squared error metric

Regularization

• Lasso and ridge regression

Classification

Confusion Matrix Understanding

• confusion matrix understanding

• accuracy, precision, and recall

Roc and Auc Curves

• ROC and AUC, Clearly Explained!

Decision Trees (regression and classification)

• Ada boosting

Unsupervised Learning

K means overview

• https://becominghuman.ai/comprehending-k-means-and-knn-algorithms-c791be90883d

• https://bl.ocks.org/rpgove/0060ff3b656618e9136b

• Choosing number of clusters for k means resource 1

• Choosing number of clusters for k means resource 2

• Choosing number of clusters for k means resource 3