- Overview Press tab for submenu items
TCS is here to make a difference through technology.
Leading the way in innovation for over 55 years, we build greater futures for businesses across multiple industries and 55 countries.
-
Industries
-
Services
-
Products and Platforms
- Overview Press tab for submenu items
We deliver excellence and create value for customers and communities.
Our expert, committed team put our shared values into action – every day. With the best talent and the latest technology we help customers turn complexity into opportunities and create meaningful change.
-
About Us
-
Research & Innovation
-
Our Brand
- Overview Press tab for submenu items
Extraordinary expertise leads to remarkable results.
We share news, insights, analysis and research – tailored to your unique interests – to help you deepen your knowledge and impact.
-
Customer Stories
-
Perspectives
-
Global studies
-
Topics
- Overview Press tab for submenu items
Want to be a global change-maker? Join our team.
At TCS, we believe exceptional work begins with hiring, celebrating and nurturing the best people — from all walks of life.
-
India
-
Americas
-
Asia Pacific
-
Europe and UK
-
Middle East and Africa
Overview
India
expand here
Americas
expand here
Asia Pacific
expand here
Europe and UK
expand here
Middle East and Africa
expand here
- Overview Press tab for submenu items
Find the latest news about TCS in our Newsroom
Get access to a catalog of the latest news stories from across TCS. Discover our press releases, reports, and company announcements.
-
Press releases
Recent Press releases
View all -
News alerts
-
Analyst recognition
Recent recognitions
View all -
Events
-
Media kit
- Overview Press tab for submenu items
TCS works hand in hand with world-leading investors.
Tata Consultancy Services LimitedNSE:TCSINR -
Management Commentary
-
Financials
-
News and Events
-
ESG
-
Resources
Overview
Management Commentary
expand here
Financials
expand here
News and Events
expand here
ESG
expand here
Resources
expand here
Top Results
Showing
10
01 - 07
-
Retail / White Paper
You have these already downloaded
We have sent you a copy of the report to your email again.
As published in arXiv.org: April 27, 2021
From cutting costs to improving customer experience, forecasting is the crux of retail supply chain management and the key to better supply chain performance. Several retailers are using AI/ML models to gather datasets and provide forecast guidance in applications such as cognitive demand forecasting and product end-of-life. However, the biggest challenge lies in matching supply with demand during disruptions. Reinforcement learning (RL) with its ability to train systems to respond to unforeseen environments, is being increasingly adopted in SCM to improve forecast accuracy, solve supply chain optimization challenges, and build supply chain resilience.
This white paper explores the application of RL in supply chain forecasting and describes how to build suitable reinforcement learning algorithms and models by using the OpenAI Gym toolkit.
Read the complete article here.
Related reading
1/4
Retail
Leveraging a Multi-cloud Strategy for Retail Agility and Innovation
White Paper
|
26 Mar 2025
Opens in new tab
2/4
Retail
Measuring the Social Impact of ESG Initiatives
White Paper
|
06 Mar 2025
Opens in new tab
3/4
Retail
Intelligent Task Management: Building Stores of the Future
White Paper
|
05 Feb 2025
Opens in new tab
4/4
Retail
Arunava A. Chakrabarty
Future of Stores: Key Trends that will Define the Next Decade
White Paper
|
05 Feb 2025
Opens in new tab
What’s on your mind?
We’re here to help! Tell us what you’re looking for and we’ll get you connected to the right people.
Looking for something else?
©2025 TATA Consultancy Services Limited
©2025 TATA Consultancy Services Limited
- Privacy Notice
- Cookie Policy
- Accessibility Declaration
- Disclaimer
- Security Policy
- California Notice at Collection
- Customize Cookies
