Showcase: Classification

  The Client A car manufacturer benefits from being able to catalog problems and solutions into a document management system. This way they can quickly identify problems and solutions based on past experiences. This task requires being able to sift through large amounts of customer service records and internal memos, and then sorting them into relevant groups for the catalog. While sorting is usually no problem for AI, the prevalence of different text jargon from wildly different sources causes major issues. The Solution Text data with varying syntaxes poses a serious challenge for AI. A mechanic and a customer may describe … Continue reading Showcase: Classification

Showcase: Sales Forecasting

The Client A fast food chain provides quick food to hundreds of thousands of people daily. A key aspect of their business is coordinating their food inventory and meal preparation with immediate demand. To do this they desire a short range sales forecast that is flexible enough to be able to use today’s data to forecast for tomorrow without retraining. This way they could have a forecast for each day that can tell them minute by minute how much food needs to be ready to serve. This leads to prompt service and maximization of sales. The Solution The primary issues … Continue reading Showcase: Sales Forecasting

FAQ

General Questions How to request technical support? Clicking the “Need Help” button at the top will open a service ticket. Please provide a description of your issue and support will be notified. How to use my model to make predictions on new data? After uploading your new dataset using the “Upload Data” button, click “save data only” located on the data review window. Then in the chat window type @eva apply model (model ID) to (data ID) which will command the chatbot to apply your model to your new data. Model and data Ids are accessed by clicking on the gear … Continue reading FAQ

Showcase: Manufacture Forecasting

The Client A dairy producer creates and ships dairy to a number of retailers nation-wide. A key aspect of their business is coordinating supply production with demand. To do this they perform a monthly sales forecast for the dairy sales for the next month. However, forecasts from the dairy producer’s in-house team were only ever able to achieve an accuracy of 83%, and even this varied month to month. Even a small percentage of error could mean losses of millions in a several billion dollar industry. The Solution Difficulties resulting from variations in sales from month to month and the … Continue reading Showcase: Manufacture Forecasting

Classification

Classification is the most common type of AI task. It is effectively the action or process of classifying something according to their qualities or characteristics. Examples of classification tasks include: Archiving (grouping docs into predefined groups) Custom services (dispatching customer inquiries to different workflows) Customer profiling (categorizing user preferences, e.g. cuisine, music genres ) Disease diagnosis (profiling disease based on symptoms) Often there are only two possible classes something could be predicted for, in this instance the process is called Binary Classification. Binary Classification is particularly common for: Internet fraud detection (identifying fake searches and clicks from real ones) Detecting … Continue reading Classification