stefmolin/ml-utils

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Language
Python
License
MIT License
Created over 5 years ago
Updated almost 2 years ago

stefmolin/ml-utils

stefmolin

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Machine learning utility functions and classes.

Hands-On-Data-Analysis-with-Pandas-2nd-edition

Materials for following along with Hands-On Data Analysis with Pandas – Second Edition

Jupyter Notebook

Hands-On-Data-Analysis-with-Pandas

Materials for following along with Hands-On Data Analysis with Pandas.

Jupyter Notebook

pandas-workshop

An introductory workshop on pandas with notebooks and exercises for following along. Slides contain all solutions.

Jupyter Notebook

stock-analysis

Simple to use interfaces for basic technical analysis of stocks.

python-data-viz-workshop

A workshop on data visualization in Python with notebooks and exercises for following along. Slides contain all solutions.

Jupyter Notebook

data-morph

Morph an input dataset of 2D points into select shapes, while preserving the summary statistics to a given number of decimal points through simulated annealing. It is intended to be used as a teaching tool to illustrate the importance of data visualization.

login-attempt-simulator

Simulation of regular login activity on a site and random activity from a hacker using a brute-force password guessing attack.

exif-stripper

Pre-commit hook to ensure image EXIF data is removed.

pre-commit-workshop

"(Pre-)Commit to Better Code" workshop

airline-market-share-analysis

Blog post for OpenDataScience.com showing how to create a pivot table and stacked bar visualization of airline market share.

Jupyter Notebook

SCOPE-Anomaly-Detection-Case-Study

Case study on rules-based and machine learning models for anomaly detection used in SCOPE alerts.

Jupyter Notebook

Metis

Metis Web App built using Flask to collect opinions from users on KPI evolutions to use in Machine Learning Anomaly Detection methods.

Custom-Colormaps

Utility functions for working with colors in Python.

binder-environments

Central location for binder environments, especially those used with my book, Hands-On Data Analysis with Pandas.

R-training-program

This is the custom R training program I developed to teach fellow analysts using company data. All sensitive data has been removed.

Bulls-and-Cows

Bulls and Cows command line game for guessing a number.

DidYouFeelIt

DidYouFeelIt? App from the Udacity Android Basics: Networking course (prerequisite for Grow with Google Android Developer Scholarship phase 1)

stefmolin

data-morph-talk

Slides for my talk "Data Morph: A Cautionary Tale of Summary Statistics"

Yeshiva-DAV5400

Template repository for Yeshiva's DAV5400 with configuration for GitHub codespaces (VS Code and JupyterLab).

stefmolin.github.io

My personal website (stefaniemolin.com).

SCOPE-anomaly-detection-emails

SCOPE Anomaly Detection System -- Sends daily emails with curated alerts to people who can investigate further.

CourtCounter

CourtCounter app from the Udacity Android Basics: User Input course (prerequisite for Grow with Google Android Developer Scholarship phase 1)