Comparative Illustration: State-of-the-Art Time Series Models and Automation for Demand Forecasting and Inventory Reorder in Ecommerce (Pharma Case: Piramal Pharma)

Synopsis

In 'Comparative Illustration: State-of-the-Art Time Series Models and Automation for Demand Forecasting and Inventory Reorder in Ecommerce (Pharma Case: Piramal Pharma)', Vikram Singh Sankhala provides a vital blueprint for optimizing pharmaceutical ecommerce supply chains. This book addresses the critical need for organizations to move beyond guesswork and generic best practices by offering a clear, comparative analysis of leading time series models and automation strategies. Through an in-depth case study involving Piramal Pharma, Sankhala demonstrates how to select and implement state-of-the-art forecasting models—ranging from foundation models like TimesFM and Moirai to advanced deep learning architectures like PatchTST and traditional methods like ARIMA—and seamlessly integrate them into automated inventory reorder systems. The core objective is to empower data-driven decision-making by demystifying the practical application of these technologies. Sankhala details the setup of end-to-end automated workflows, from ETL pipelines and model training with AutoML to backtesting, monitoring, and automated reorder triggers. The book emphasizes translating forecast accuracy (measured by MAE and RMSE) into tangible business outcomes like reduced stockouts, minimized holding costs, and improved service levels, ultimately enhancing resilience and efficiency in a dynamic market. It equips supply chain leaders and data professionals with the insights needed to choose the right model for their specific data characteristics and business constraints, setting new standards for reliability and agility in pharmaceutical inventory management.

Comparative Illustration: State-of-the-Art Time Series Models and Automation for Demand Forecasting and Inventory Reorder in Ecommerce (Pharma Case: Piramal Pharma)

Vikram Singh Sankhala

English

More Audio Books by the Author

Guide / How-to

Solinexta Enterprise Cloud Deployments: Your First Enterprise Platform

By Vikram Singh Sank...

Textbook

AI Supply Chain Intelligence Academy: Mastering AI-Driven Pharmaceutical Supply Chain Optimization

By Vikram Singh Sank...

Comparative Illustration: State-of-the-Art Time Series Models and Automation for Demand Forecasting and Inventory Reorder in Ecommerce (Pharma Case: Piramal Pharma)

More Audio Books by the Author

Solinexta Enterprise Cloud Deployments: Your First Enterprise Platform

AI Supply Chain Intelligence Academy: Mastering AI-Driven Pharmaceutical Supply Chain Optimization

End-to-End Employee Onboarding Automation: A Practical Guide for IT Professionals and HR Leaders

State of the Art Topics in Time Series: Mathematics & Python Implementation

Compact & Automated AI Blueprint: E-Commerce Marketing & Sales

Intelligent Choice Architectures: Designing the Future of AI-Driven Decisions

Diffusion Models : A Technical Guide

State-of-the-Art Developer Toolkit (2025)

Web Development Build a Local Business Finder App: From Start to Deployment

Building Your First Task Manager Web App: From Principles to Practice

Solinexta Developer: Bridging Structure to Creation

A Solinexta Understanding File Structures Guide

Cloud-Native AI-Powered IDE: A Practical Blueprint

Prompt-Powered Presentations: AI APIs for Design Technologists and API Integrators

Build Your AI Film Creator: From Script to Screen with VS Code

Building Your Prompt-Driven Agentic AI Platform with VS Code

AI and Prompt-Driven Automated DevOps Pipeline Builder

Creating a Custom File Structure, Code Generation, and Debugging Tool with Conversational AI

Building Your Cloud-Native, AI-Powered IDE: A Step-by-Step Guide

Cloud-Native Stock Price Forecasting Platform: A Step-by-Step Guide with VS Code and Cloud Deployment

Solinexta Cloud Master: Deploying Websites and ML Models with Kubernetes and Streaming Pipelines

State-of-the-Art Robotics and Robotic Systems: With Deep Reinforcement Learning and Generative AI Applications

Convergence: Generative AI, Robotics, Decentralization, and the Metaverse

Technical Blueprint for the Production of: Hypersonic Weapons Systems

Solinexta Defence Technologies: A Comprehensive Technical Blueprint for Next-Generation Defense Systems

Engineering the Impossible: Next-Generation Defense Technologies

Transformative Military Technologies – Strategic Briefing

Solinexta NextGen Systems Design: Future Defense Architectures

U.S. Battlefield Technologies Under Development: A Compressed Technical Guide

State-of-the-Art Military Surveillance Systems Using Multi-Agent Hybrid Architecture and MARL

Hands-On Design and Implementation of a Real-Life Multi-Agent Urban Traffic Management System

Direct Tax Code – A Practical Guide

Frontiers in Multi-Agent Systems

Conceptual Foundations of Artificial Consciousness in Multi-Agent Systems

Consciousness-Enabled Multi-Agent Laboratory

Project-Based, Hands-On Workflow Automation (Software, Edge, IoT, Agents, and Tools)

Step-by-Step SAP Project: Automated Outlook Message Processing with Azure, Kyma, and SAP HANA

Step-by-Step Guide: Building State-of-the-Art AI Agents

Compendium of Analytics

# Project Book: Learn DevOps Tools & Implementation Hands-On with Azure

End-to-End Python Projects with Streamlit, Flask, and Django

Hands-On Design, Development, Hosting, and Open Source Deployment of State-of-the-Art Large Language Models (LLMs)

Global Platform for Smart Agriculture: Cloud AI, Edge AI, IoT, and Integrated AgriTech Solutions for Precision Farming, Enhanced Features, and Multi-Sector Expansion

Prompt Templates in LangChain: A Practical Guide

Mathematics for Machine Learning

Nobel Prizes in Physics 2000-2024 Made Simple

State-of-the-Art Book Topics: Developer Tools and Toolkit

Solinexta Developer APIs

Syncing and Integrating Vibe Coding Tools

SAP ECS AIOps Technical Blueprint

SAP AIOps Strategy Blueprint

Technical Design for an Automated Spoken English Assessment System

Python for SAP Data Analysis and AI/ML

AI-Powered Edge ERP: Intelligent Enterprise Architecture

ERP Architecture Blueprint Guide

The ERPNext AI Integration Blueprint

Solinexta NextGen Finance Hub

Technical Blueprint: Solinexta Sentinel Platform System Architecture

Solinexta Sentinel: AI-Powered Vehicle Intelligence Platform Technical Design, Prototype

Building Hybrid MCP-A2A Systems: A Practical Guide

Building an AI-Powered Agricultural Platform: A Technical Implementation Blueprint

Building AI-Powered Agricultural Platforms: From Data to Sustainable Impact

From Field to Cloud: Your Guide to Smart Farming

AI-Powered Agricultural Analytics Platform: DevOps Implementation Plan

Cutting Edge Generative AI

FPA Platform - Technical Architecture: Cloud-Native Precision

Cutting-Edge Python: Frameworks, Libraries, and Applications in 2025

State-of-the-Art Full Stack Development (2025)

AI MSG Processor - Technical Learning Guide

Mastering State-of-the-Art API Design and Development (2025)

State of the Art Web Development: Architecture, State, Routing, and Secure File Transfer Automation

Mastering Modern Frontend Frameworks: Architecture, State Management, and Routing for Scalable Applications

Modern Database Mastery: SQL, PostgreSQL, and DBeaver for 2025

Comprehensive Course: Mastering DBeaver with SAP HANA Database

Innovating Agriculture: Core Topics in Engineering, Business, and Sustainability

Machine Learning in Production: 10 End-to-End Projects with MLOps and DevOps

AI and Machine Learning for the Next Generation: A 10+1 Session Practical Guide

Building Conversational AI Avatars: An End-to-End Guide