/business-analytics-and-mathematics-python-book

Advanced Business Analytics and Mathematics with Python (by @firmai)

Advanced Business Analytics and Mathematics

Programmatic Google Colab Notebook Series (2018-2023)

if you have some ideas, get in touch, @dereknow

Risk Engineering

Anomaly Detection

  1. Cross Sectional Multivariate Data
  2. Time Series Univariate
  3. Time Series Multi-variate Real Time
  4. Time Series Multi-variate

Predictive Maintenance

Financial Risk

Decision Science

Causal Analysis

  1. Causal Inference from Observational Data
    1. Causal Regressions
    2. Uplift Modelling
  2. A/B Testing
    1. Frequentist
    2. Regression
    3. Bayesian
  3. Causal Discovery

Operations Research

  1. Convex Optimisation
    1. Optimal Advertising Problem
  2. Linear Programming
    1. Production Models with Linear Constraints
    2. Linear Blending Problems
    3. Task Allocation Problems
    4. Assignment and Scheduling
  3. Multiple Criteria Decisions
    1. TOPSIS
    2. SKCriteria
    3. Goal Programming

Predictive Analytics

Employee

Customer

Segmentation Research

Clustering Problems