ai_supply_chain

This is the code for "AI for Supply Chain" by Siraj Raval on Youtube

amazon-forecast-samples

Notebooks and examples on how to onboard and use various features of Amazon Forecast.

awesome-project-ideas

Curated list of Machine Learning, NLP, Vision, Recommender Systems Project Ideas

cainiao-demandforecast-storageplaning

1st Place Season one & 6th Place Season two

clustering-analysis-on-customers-of-a-wholesale-distributor

Project in which unsupervised learning techniques are applied on product spending data collected for customers of a wholesale distributor in Lisbon, Portugal to identify customer segments hidden in the data.

coffee-quality-database

Building the Coffee Quality Institute Database

cvrptw

Capacitated Vehicle Routing Problem with Time Windows (NP-Hard). Winner at ICHack 18.

deeptravel

:car: Solving Traveling Salesman Problem (TSP) using Deep Learning

dynamic-pricing

This machine learning model (deep and wide learning model) helps us to implement dynamic pricing feature of a supply chain business problem. This model uses tensorflow to solve the problem and can be structured accordingly to run efficiently on Google Cloud Platform.

entity-embedding-rossmann

flash_breach

Solution to vehicle routing problem using machine learning techniques

handson-ml

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.

hcvrp

Heterogeneous capacitated vehicle routing problem

imbalanced-learn

A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning

industry-machine-learning

A curated list of applied machine learning and data science notebooks and libraries across different industries.

inventory-control-and-forecast-system

inventory-optimization

A model for inventory optimization for uncertain demands

inventory-optimization-algorithms

Algorithms Library for Supply Chain Inventory Optimization

inventory-routing-problem-irp-

It can be described as the combination of vehiclerouting and inventory management problems, in which a supplier has to deliver products to a number of geographically dispersed customers, subject to side constraints. It provides integrated logistics solutions by simultaneously optimizing inventory management, vehicle routing, and delivery scheduling. Some exact algorithms and several powerful metaheuristic and matheuristic approaches have been developed for this class of problems, especially in recent years. The purpose of this article is to provide a comprehensive review of this literature, based on a new classification of the problem. We categorize IRPs with respect to their structural variants and the availability of information on customer demand.

iot-predictive-analytics

Method for Predicting failures in Equipment using Sensor data. Sensors mounted on devices like IoT devices, Automated manufacturing like Robot arms, Process monitoring and Control equipment etc., collect and transmit data on a continuous basis which is Time stamped.

jb-wholesale-distribution-analysis

kaggle-bosch

Kaggle Project: Bosch Manufacturing

kaggle-caterpillar

Kaggle competition: Caterpillar Tube Pricing

kaggle_mercedes

The 11th place solution of Mercedes-Benz Greener Manufacturing competition on Kaggle

kdd-cup-2019-cammtr

Context-Aware Multi-Modal Transportation Recommendation

machine-learning-with-python

Practice and tutorial-style notebooks covering wide variety of machine learning techniques

marketing-and-retail-analytics

In the recent past, e-commerce companies have emerged and flourished in the industry. They offer the convenience to order from a wide variety of options from the comfort of one’s home. But how do they offer these “wide variety of options or products”? To be able to meet the demands of the customers, any e-commerce company would obviously need to st

multi-echelon-inventory-optimization

multi-echelon inventory optimization with SimPy, SciPy, sklearn, and RBFOpt

multidimensional-lstm-bitcoin-time-series

Using multidimensional LSTM neural networks to create a forecast for Bitcoin price

o2o-coupon-usage-forecast

1st Place Solution for O2O Coupon Usage Forecast