wangchan-analytica

Business Analytics class at VISTEC

Setup

Clone the repository into your local environment and install all requirements. We suggest using a virtualenv for this; see how-to.

git clone https://github.com/vistec-AI/wangchan-analytica.git
pip install -r requirements.txt

Table of Content

• problem_translation.pdf - translate business problems into data science problems
• clean.ipynb - data cleaning and validation with taladrod dataset
• explore.ipynb - exploratory data analysis with taladrod dataset
• predict_price.ipynb - predict sales_price of used cars listed on taladrod dataset
• hypothesis_testing.ipynb - hypothesis testing using frequentist and Bayesian approach, then multi-armed bandits
• imbalanced.ipynb - find similarity among Olympic atheletes in regards to their medal records
• snap_recommendation.ipynb - recommendation engine using embeddings and multi-layer perceptrons (MLP) and what you can do with those embeddings