albertsavill Goto Github PK

automl

Pipelines, Automatic Machine Learning, Maybe even AI, let's see what happens in this one to get a better understanding through practical exercises

blackhat-go

As hackers, we put a premium on function over elegance as time is always scarce. When you need to quickly create a solution to a problem, style concerns come secondary.

client-prediction-xgboost

Using XGBoost to predict if a customer will subscribe a long term deposit

diabetes-machine-learning

A simple Logistic regression task on Diabetes data set. This main point is to explore the usage of SHAP, ELI5 and Lime to understand the interpretation of the model

eda-on-medical-drugs

exploring-cufflinks-plotly

Just exploring the cufflinks and plotly packages. Saving this to github just in case my current device breaks.

exploring-pycaret

Various Projects exploring the PyCaret tool

faces

folium

Getting into GeoSpacing as that's pretty cool...

kagglearchives

Archiving Python code for Kaggle incase the Kaggle code gets deleted.

learning-nueral-networks

NN projects learning process until I become an expert (hopefully)

linear-regression-with-boston-data-set

Linear Regression tasks on the Boston house market data set.

logistic-regression-titanic

A simple Machine learning task on the Titanic data set. Majority of process is cleaning the data. Converting objects to int or float, also deleting unnecessary attributes.

machine-learning-algos-on-car-dataset

Practicing multiple different machine learning algorithms on the car dataset

machine-learning-breast-cancer

Machine learning tasks on the breast cancer dataset using Logistic Regression, also learning SHAP and ELI5 to make sense of the ML model

machine-learning-web-apps

Building and Embedding Machine Learning Model into a Web App(With Flask,Streamlit,etc)

malwaredetectionml

misc

Random short stuff mostly for learning or exploring

ml_from_scratch

Machine Learning code from scratch, getting a better understanding of the math without relying on sklearn

nlp-learning

Finally dipping my feet into NLP, let's see where this leads. To be updated...

pentest_reports

predicting-hepatitis-mortality

Machine learning tasks of finding out the likely reasons that causes patients to live and survive hepatitis.

predicting-iris-species

Predicting Iris Species using Machine Learning modles Logistic regression and random forest classifier

test_demo