Algorithms Table

List of articles/papers and more I have come across that have helped me at any point during my projects. It is by no means a comprehensive list.

Algo Name	Type	Use Cases	Resources
Logistic Regression	Supervised		Intuition (opens new window) Code (opens new window) Research (opens new window)
Random Forrest	Supervised		Intuition (opens new window) Code (opens new window) Research (opens new window)
Gradient Boosting	Supervised		Intuition (opens new window) Code (opens new window) Research (opens new window)
TF-IDF	NLP		Intuition (opens new window) Code (opens new window) Research (opens new window)
Doc2Vec	NLP		Intuition (opens new window) Code (opens new window) Research (opens new window)
Fasttext	NLP		Intuition (opens new window) Code (opens new window) Research (opens new window)
Bert	NLP		Intuition (opens new window) Code (opens new window) Research (opens new window)
KNN	Unsupervised		Intuition (opens new window) Code (opens new window) Research (opens new window)
DBSCAN	Unsupervised		Intuition (opens new window) Code (opens new window) Research (opens new window)
Local Outlier Factor	Unsupervised		Intuition Code Research
PCA	Dimensionality Reduction		Intuition (opens new window) Code (opens new window) Research (opens new window)
UMAP	Dimensionality Reduction		Intuition (opens new window) Code (opens new window) Research (opens new window)
t-SNE	Dimensionality Reduction		Intuition Code Research

Other Resources

• Papers with Code (opens new window)
• Made with ML (opens new window)