samirsaci/lss-kruskal-wallis

Lean Six Sigma with Python — Kruskal Wallis Test

👋 Hi there

I'm Samir, a Senior Supply Chain Engineer based in Paris. I am passionate about using Data Science and Python programming to optimize Supply Chain Operations.

📰 Personal Blog

Personal Blog to find articles regarding Data Science for Warehousing 📦, Transportation 🚚 and Demand Forecasting 📈.

🎥 Supply Science Youtube Channel

Youtube Channel to find short animated videos to learn more about Logistics Operations and Supply Chain Process Optimization.

👉 Let's connect!

Add me on Linkedin

📘 Your complete guides for Supply Chain Analytics and Productivity

60+ case studies with source code, dummy data and mathematical concepts here 👉 Supply Chain Analytics Cheat Sheet

15+ tools and examples of analytics tools to boost your productivity 👉 Productivity Cheat Sheet

👷 My Web Applications & GPTs

• Sustainable Supply Chain Network Optimization 🌲: (Try it!) (Video Tutorial)
• Automate ABC Analysis & Product Segmentation 📈: (Try it!)
• Production Planning Optimization 🏭: (Try it!)
• Improve Warehouse Productivity using Order Batching 📦: (Github Repository)
• The Supply Chain Analyst GPT to Automate ABC Analysis & Pareto Chart: (Custom GPT)
• The Supply Chain Analytics Scholar GPT - a smart agent connected to a knowledge database of 60+ articles: (Custom GPT)
• The Data Productivity Guru: (Custom GPT)

🖥️ I've shared my insights about

Supply Chain Sustainability 🌲

• How Will Data Science Accelerate the Circular Economy?: (Article)
• What are the Sustainable Development Goals? (SDGs): (Article)
• What is ESG Reporting?: (Article)
• What Greenwashing Is, and How We Can Use Analytics to Detect It: (Article)
• Create a Sustainable Supply Chain Optimization Web App: (Article) (Video Tutorial)
• Leveraging Data Analytics for Sustainable Business Transformation: (Article)
• How Sustainable is Your Circular Economy?: (Article)
• Green Inventory Management - Case Study: (Article)
• What is Sustainable Sourcing?: (Article)
• What is a Life Cycle Assessment? LCA: (Article)
• What is a Circular Economy?: (Article)
• Data Analytics for Supply Chain Sustainability: (Article)
• Sustainable Logistics - Reduce Warehouse Consumables: (Article) - (Video Tutorial)
• Supply Chain Sustainability Reporting with Python: (Article) - (Github Repository) - (Video Tutorial)

Generative AI: LLMs with LangChain for Supply Chain Analytics

• Leveraging LLMs with LangChain for Supply Chain Analytics — A Control Tower Powered by GPT: (Article)
• Create GPTs to Automate Supply Chain Analytics: (Article) - (Video Tutorial)

Productivity ⌛

• Automate Video Editing with Python: (Article)
• Automate Graphic Design using Python: (Article) - (Video Tutorial)
• Automate PowerPoint Slides Creation with Python: (Article) - (Github Repository) - (Video Tutorial)
• Automate Operational Reports Distribution in HTML Emails using Python: (Article) - (Github Repository) - (Video Tutorial)
• Automate Flash Cards Creation for Language Learning with Python: (Article) - (Video Tutorial)
• Automate Budget Planning using Linear Programming: (Article) - (Github Repository) - (Video Tutorial)

Logistics Network Performance Management ⏱️

• What is Business Intelligence?: (Article)
• Lead Times Variability and Supply Chain Resilience: (Article) - (Video Tutorial)
• Logistic Performance Management Using Data Analytics: (Article) - (Video Tutorial)

Retail Sales Forecasting 📈

• Machine Learning for Retail Sales Forecasting — Features Engineering: (Article) - (Github Repository)
• Machine Learning for Retail Demand Forecasting: (Article)
• Machine Learning for Store Delivery Scheduling: (Article)

Inventory Management for Retail 🛒

• Inventory Management for Retail — Periodic Review Policy: (Article) - (Github Repository)
• Inventory Management for Retail — Stochastic Demand: (Article) - (Github Repository)
• Inventory Management for Retail — Deterministic Demand: (Article) - (Github Repository)
• Product Segmentation for Retail with Python: (Article) - (Github Repository)

Supply Chain Optimization 🏭

• What is Process Mining?: (Article)
• What Is a Supply Chain Digital Twin?: (Article)
• What is Supply Chain Analytics?: (Article) - (Video Tutorial)
• Production Fixed Horizon Planning with Python: (Article) - (Github Repository) - (Video Tutorial)
• Supply Chain Process Optimization Using Linear Programming: (Article) - (Video Tutorial)
• Robust Supply Chain Networks with Monte Carlo Simulation: (Article) - (Github Repository) - (Video Tutorial)
• Procurement Process Optimization with Python: (Article) - (Github Repository)
• Supply Planning using Linear Programming with Python: (Article) - (Github Repository)
• Supply Chain Optimization with Python: (Article) - (Github Repository) - (Video Tutorial)
• Raw Materials Optimization for Food Manufacturing with Python: (Article) - (Github Repository) - (Video Tutorial)

Continuous Improvement and Lean Six Sigma for Supply Chain 🧑‍🏭

• Statistical Sampling for Process Improvement using Python: (Article)
• Supply Chain Process Design using the Queueing Theory: (Article) - (Github Repository) - (Video Tutorial)
• Lean Six Sigma with Python — Chi-Squared Test: (Article) - (Github Repository) - (Video Tutorial)
• Lean Six Sigma with Python — Logistic Regression: (Article) - (Github Repository) - (Video Tutorial)
• Lean Six Sigma with Python — Kruskal Wallis Test: (Article) - (Github Repository) - (Video Tutorial)
• Central Limit Theorem for Process Improvement with Python: (Article)

Transportation Operations Optimization using Python 🚚

• Transportation Network Analysis with Graph Theory: (Article) - (Github Repository) - (Video Tutorial)
• Build a Real-Time Shipment Tracking Tool using a Telegram Bot: (Article) - (Github Repository) - (Video Tutorial)
• Build Your Free GPS Routing API with Python Flask: (Article) - (Github Repository)
• Containers Loading Optimization with Python: (Article) - (Github Repository) - (Video Tutorial)
• Optimize E-Commerce Last-Mile Delivery with Python: (Article) - (Github Repository)
• Visualisation and Costing of Truck Transport Network with Python: (Article)

Warehousing Operations Optimization using Python 📦

• Scheduling of Luxury Goods Final Assembly Lines with Python: (Article) - (Video Tutorial)
• Deep Reinforcement Learning for AGV Routing: (Article)
• Reduce Warehouse Space with the Pareto Principle using Python: (Article) - (Github Repository) - (Video Tutorial)
• Optimize Workforce Planning using Linear Programming with Python: (Article) - (Github Repository) - (Video Tutorial)
• Design Pathfinding Algorithm using Google AI to Improve Warehouse Productivity: (Article)
• Improve Warehouse Productivity using Spatial Clustering with Python Scipy: (Article)
• Improve Warehouse Productivity using Order Batching with Python: (Article)

Supply Chain Transactional Processes Automation (RPA) 🤖

• What Is RPA? Robotic Process Automation: (Article)
• Orders Creation Automation with SAP for Retail Using VB: (Article) - (Github Repository) - (Video Tutorial)
• Product Listing Automation with SAP for Retail Using VB: (Article) - (Github Repository) - (Video Tutorial)
• SAP Automation for Retail Using VB: (Article)
• Use Python to Design Automation Tools for Excel Users: (Article)
• Maximize your Business Profitability with Python: (Article) - (Github Repository) - (Video Tutorial)
• Automate Accounting Tasks using Python: (Article)

Interactive Visualization 📊

• Deploy Logistics Operational Dashboards using DataPane: (Article) - (Github Repository)
• Vaccination Centers Availability in Paris using Google Maps Viz Tool: (Demo)
• Build Interactive Charts using Flask and D3.js: (Article) - (Github Repository)
• Build an Interactive Matrix Chart of Les Miserables Characters using Flask and D3.js: (Github Repository)
• Violin Plot using Flask + D3.js: (Demo) - (Github Repository)
• Hexagons Map using D3.js: (Demo)
• Cosmetics Product Sales Sankey Chart using D3.js: (Demo)

Data & Business

• What Is Data Quality?: (Article)
• What is Business Intelligence?: (Article)