https://github.com/risdorn/walmart-workshop

Walmart Workshop includes all the files utilized in the workshop. The workshop taught different methods for Time series forecasting, Supply Chain Optimization and Computer Vision. Walmart also held a hackathon, Round 1 of which is here and Round 2 is in the repo Predicting Drive Failure
https://github.com/risdorn/walmart-workshop

computer-vision hackathon supply-chain-optimization time-series-forecasting

Last synced: 8 days ago
JSON representation

Walmart Workshop includes all the files utilized in the workshop. The workshop taught different methods for Time series forecasting, Supply Chain Optimization and Computer Vision. Walmart also held a hackathon, Round 1 of which is here and Round 2 is in the repo Predicting Drive Failure

• Host: GitHub
• URL: https://github.com/risdorn/walmart-workshop
• Owner: Risdorn
• License: mit
• Created: 2024-03-20T15:20:16.000Z (10 months ago)
• Default Branch: main
• Last Pushed: 2024-04-29T09:42:11.000Z (8 months ago)
• Last Synced: 2024-11-08T07:14:48.380Z (2 months ago)
• Topics: computer-vision, hackathon, supply-chain-optimization, time-series-forecasting
• Language: Jupyter Notebook
• Homepage:
• Size: 18.2 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

        
# Walmart Workshop

The workshop taught the basics of Time Series Forecasting and a few advanced topics form Supply Chain Optimization and Computer Vision.

## Time Series Forecasting

Learned the basics of Time Series Forecasting, including a few basic models. Also used the models on Store Sales data.

## Supply Chain Optimization

Learned about different Probabilistic models such as Simulated Annealing, which was used in finding optimal routes(modified version of Travelling Salesman Problem). 

Problem: Let’s say we have a depot/hub of an eCommerce organisation (like Walmart) and packages (customer orders) must be delivered from the depot/hub to

customer locations. Let's say we have a limit on number of orders a vehicle can deliver (Vehicle Capacity) . In that case we need to use

multiple vehicles to deliver all the orders.

Also learned about 3D Bin Packing Problem.

## Computer Vision

Learned about transformers and how they are being used in object detection.

# Walmart Workshop

Round 1 consisted of 2 problems, the first was a standard Travelling Salesman Problem and the second was the same as the problem taught in Supply Chain Optimization workshop.

Round 2 details can be found [here](https://github.com/Risdorn/Predicting-Drive-Failure), We were tasked with trying out different models for Predicting Hard Drive Failures.