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Inventory Management

Implement Models to Visualization, Simulate and Optimize Inventory Management and Demand Forecasting.
An infographic demonstrating a periodic inventory management policy. The first chart shows fluctuating demand over time with a normal distribution. The second chart illustrates replenishment

Inventory Management for Retail — Periodic Review Policy

Implement inventory management rules based on a periodic review policy to reduce the number of stores replenishments.
By Samir Saci Jan 25, 2022
This infographic illustrates the key features for improving retail unit sales forecasting using machine learning. In the center, “Retail Sales” is highlighted, connected by arrows to several

Machine Learning for Retail Sales Forecasting — Feature Engineering

Understand the impacts of additional features (stock-out, store closing date or cannibalisation) on an ML model for sales forecasting.
By Samir Saci Oct 21, 2021
A three-panel chart showing inventory management with stochastic demand with Python. The top chart (red) displays demand fluctuations following a normal distribution over time. The middle cha

Inventory Management for Retail — Stochastic Demand

Simulate the impact of safety stock level on inventory management performance metrics assuming a normal distribution of your demand
By Samir Saci Oct 14, 2021
Inventory Management for Retail — Deterministic Demand

Inventory Management for Retail — Deterministic Demand

Build a simple model to simulate the impact of several replenishment rules (Basic, EOQ) on the inventory costs and ordering costs
By Samir Saci Oct 5, 2021
Machine Learning for Store Delivery Scheduling

Machine Learning for Store Delivery Scheduling

Design Replenishment Strategies to Optimize Inventory and Reduce Number of Deliveries from your Warehouse
By Samir Saci Aug 24, 2020
Machine Learning for Retail Demand Forecasting

Machine Learning for Retail Demand Forecasting

Comparative study of Demand Forecasting Methods for a Retail Store (XGBoost Model vs. Rolling Mean)
By Samir Saci Aug 21, 2020

Samir Saci's blog includes 100+ practical articles on Supply Chain Optimisation, AI workflow automation, Sustainability, and operational continuous improvement with real-world examples, clear explanations, and reusable source code.

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