article thumbnail

Length of Stay in Hospital: How to Predict the Duration of Inpatient Treatment

AltexSoft

How many days will a particular person spend in a hospital? This article describes how data and machine learning help control the length of stay — for the benefit of patients and medical organizations. In the US, the duration of hospitalization changed from an average of 20.5 The average length of hospital stay across countries.

article thumbnail

Medical Datasets for Machine Learning: Aims, Types and Common Use Cases

AltexSoft

Regardless of industry, data is considered a valuable resource that helps companies outperform their rivals, and healthcare is not an exception. In this post, we’ll briefly discuss challenges you face when working with medical data and make an overview of publucly available healthcare datasets, along with practical tasks they help solve.

Medical 52
Insiders

Sign Up for our Newsletter

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

article thumbnail

Top 10 Azure Project Ideas for 2023 [Beginners to Advanced]

Knowledge Hut

Smart watches can help in data collection and then the same data can be fed into an application that is capable of sending alerts in case an outlier is detected. To build the project: Download the dataset and keep it ready for use. Once you understand the working, apply the same to any kind of dataset, like physiological.

Project 52
article thumbnail

Travel Analytics: Data Sources, Use Cases, and Real-Life Examples

AltexSoft

Company’s booking website and mobile app allow you to track and collect a wealth of data, from web traffic information to user behavioral metrics (session duration, navigation paths, etc.), Loyalty program data can also be part of CRM records, including information on membership tiers or rewards earned.

article thumbnail

Top 12 Data Science Case Studies: Across Various Industries

Knowledge Hut

In this discussion, I will present some case studies to you that contain detailed and systematic data analysis of people, objects, or entities focusing on multiple factors present in the dataset. Examples of Data Science Case Studies Hospitality: Airbnb focuses on growth by analyzing customer voice using data science.

article thumbnail

Qualitative Research - Types, Methods, and Examples

Knowledge Hut

Qualitative data collection is the collection of descriptive and conceptual findings through questionnaires, interviews, or observation. The researchers sort through the information by categorizing concepts and ideas, starting with a qualitative dataset. Thus, these are the most common qualitative data analysis methods.

article thumbnail

Top 10 Cloud Computing Research Topics of 2024

Knowledge Hut

The authors use a dataset of emails gathered from a cloud computing environment to train and test the system. For availability in the event of server failure, the data redundancy layer replicates the cloud data across multiple cloud servers. They then assess its performance using metrics like precision, recall, and F1 score.