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Multivariate Time Series Forecasting is an important problem in many domains. Be it forecasting the demand for a product, or finding weather patterns, using time series parameters from the present to predict the future is vital to many organisations. In this article we are going to see how to use recurrent neural networks with convolutional neural networks to predict time series forecast for grocery store sales. The data can be found here, and the code can be found here. This implementation was developed as a prototype for AI Hello, a company based in Toronto that provides e-commerce solutions including sales prediction for sellers on e-commerce platforms such as Amazon, Woocommerce, and Shopify. We are using an implementation called LSTNet to perform this prediction. LSTNet uses convolutional networks and recurrent networks in conjunction. Additionally, it also provides the capability to detect long or short term patterns according to the nature of the data. Data Preparation and Exp...

E-commerce is one of the new tools that brands and companies have discovered in recent years to connect with consumers and to offer their products and services. Its growth has been increasing in recent times, which has meant that more and more sectors have been incorporated into online sales. There is more to see, for example, what has happened with food. The super online has become a new competitor with strength in the market. But this growth of e-commerce not only implies more opportunities but also more work and more analysis. Firms need to understand what consumers want in that environment and how they can adjust to it to position themselves. How can you get into the online shopping habits of consumers? How can you connect with potential customers and get them done with your own products and not those of the competition? 1) The battle begins with the click One of the mistakes that are usually made in e-commerce is to see it as a kind of isolated reality, in which it only matter...

The smartphone is currently the consumer's best friend. It is the one who spends 24 hours at his side, the first thing he looks at when he wakes up and the last thing he sees before closing his eyes. And just as the mobile has completely transformed our way of communicating, entertaining or informing us, it has also given a 180-degree turn to our way of buying and relating to brands. Thus, actions like researching a product on the mobile web, comparing prices or making a suggestion through social networks have become something everyday. However, many consumers still find in the purchase through the computer (or even in the store) facilities that do not find a mobile. Vendors should pay more attention to facilitating the purchase process through smartphones and tablets. Among other things because consumers themselves ask for it, most consider that the shopping experience via web and app can greatly improve. And it is more than half of consumers say that it is easier to see the p...

As e-commerce has become an increasingly important element of branding and business strategy, a number of elements have been added to the list of things businesses have to worry about and in which they have to focus if they want to connect with your potential buyers in the new times. One of those elements is delivery. Unlike traditional commerce, where consumers have things at the same time they buy them, in e-commerce one has to wait for purchases to arrive home. For companies in this sector, this is one of their most crucial issues and one, moreover, that they have to leave in the hands of a third party. They can not control the deliveries, but they have to contract them to third parties, which implies a new expense that is transferred to the consumer and that has become one of those elements of the eternal debate. Because... what do consumers prefer? Do you want to have your purchases right now and therefore are willing to do anything to have things as soon as possible? Or, on t...