Vaccination Centers Availability in Paris
Web App to visualize available slots for vaccination in Paris (vaccine type, address, booking info, available slots) - POC on Heroku free tier (loading may take few seconds)
Machine Learning for Sales Forecasting I
Understand the impacts of additional features related to stock-out, store closing date or cannibalization on a Machine Learning model for sales forecasting
Inventory with a Stochastic Demand
Simulate the impact of safety stock level on inventory management performance metrics assuming a normal distribution of your demand
Inventory with a Deterministic Demand
Build a simple model to simulate the impact of several replenishment rules (Basic, EOQ) on the inventory costs and ordering costs
Product Segmentation for Retail
A statistical methodology to segment your products based on turnover and demand variability
Procurement with Non-Linear Programming
Use non-linear programming to find the optimal ordering policy that minimizes capital, transportation and storage costs
Supply Planning with Linear Programming
Where do you need to allocate your stock to meet customers demand and reduce your transportation costs?
Supply Chain Network Optimization
Use Linear Programming to find the optimal locations of your manufacturing facilities to meet your customers’ demand and reduce production costs
Statistical Sampling for Process Improvement
Use sample data to estimate the average lead time to process customer orders in the customer service of an elevator parts supplier.
Process Design using the Queuing Theory
Apply several principles of the Queueing Theory with Python to design a parcel packing process for an e-commerce fulfilment centre
Lean Six Sigma — Logistic Regression
Perform a Logistic Regression to estimate the minimum bonus needed to reach 75% of a productivity target.
Central Limit Theorem for Process Analysis
Estimate the workload for returns management assuming a normal distribution of the number of items per carton received from your stores.
Lean Six Sigma - Kruskal Wallis Test
Perform Kruskal Wallis Test evaluating the impact of training on warehouse operators’ productivity using Python.
Raw Materials Optimization for Manufacturing
Use linear programming to create an optimal recipe for manufacturing of cheap meal bars that meets specific nutritional requirements
Optimize E-Commerce Last-Mile Delivery
Organize your routes to deliver parcels with a minimum number of drivers using optimization models with python
Optimize Sea Containers Pallet Loading
How can we use heuristic algorithms to find the right strategy to load a maximum number of pallets in a sea container ?
Road Transportation Optimization (I)
Improve visualisation of your FTL Transportation focusing on number of deliveries per route, cost per ton and average truck size
Telegram Bot for Shipment Tracking
Design a Telegram bot that will interact with truck drivers to track your shipments and provide real-time visibility of your transportation performance
Build your Road Distance Matrix API
Design your Distance Matrix API retrieving road distances from Google Maps for Transportation Optimization - (Selenium, Flask API, Cloud Deployment)
Optimize Luxury Goods Co-Packing
Use Linear Programming to Increase your Production Capacity for the Final Assembly of Luxury Products (Anti-theft Tag Placement, Label Sewing, Kitting, Co-Packing)
Reinforcement Learning for AGV Routing
Increase Warehouse Productivity by using Reinforcement Learning for Automated Guided Vehicles Routing
Pareto Principle for Layout Optimization
How the 80/20 rule implemented using python can optimize your warehouse layout, reduce space utilization and improve the picking productivity?
Optimal Workforce Planning
Improve your Workforce Planning using a Linear Programming model calculating the optimizal number of temporary workers to hire based on forecast of workload.
Improve Warehouse Productivity (I)
Order Batching: impact of increasing the number of orders per wave on the overall picking productivity
Improve Warehouse Productivity (II)
Picking Location Clustering: impact of grouping orders by geographical clusters of picking locations on the overall picking productivity - (Clustering with Scipy)
Improve Warehouse Productivity (III)
Pathfinding for Picking Route: impact of Travelling Salesman Problem on the overvall picking productivity - (Linear Optimization with Google AI)
Machine Learning for Demand Forecasting
Compare XGBoost vs. Rolling Mean methods for Demand Forecasting
Machine Learning for Delivery Scheduling
Design Delivery Strategies to Optimize Inventory and Reduce Number of Deliveries
GUI Scripting for SAP Automation
Introduction of the concept of using Visual Basic scripts to automate tasks on SAP
Automation of Product Listing with SAP
Design Visual Basic scripts to automate Item Listing with SAP (Link an item to a location (Store, Warehouse))
Automation of PO Creation with SAP
Design Visual Basic scripts to automate Purchase Order Creation with SAP
Excel Automation with Python
Design of Excel Automation Tools for Sales Analytics ready to be used by your colleagues without any prior knowledge of Python
Maximize Profitability with Python
Use linear programming to help your local bakery to improve its business profitability by selecting the right items to sell
Accounting Automation with Python
Build Solutions to Automate Repetitive Tasks for Financial Audits and Share them with Your Finance Colleagues to Improve their Productivity
Luxury Brands E-Commerce Sales Matrix
Matrix Chart of Cosmetics Brands grouped by colors indicating brands that are ordered together by customers.
Cosmetics Product Sales Sankey Chart
Responsive Sankey Chart to analyze sales figures by Sales Channel, Brand or Category
Violin Plot Chart for Pareto Analysis
Pareto Analysis applied to sales by item using violin plot and color mapping