Technology & Data

Applied machine learning in business Applied machine learning in business means using data-driven models to solve real work problems. The goal is to create tangible value, not just a clever algorithm. Teams focus on decisions people make every day, like how much to stock, what customers buy, or how to set prices. The work spans collecting data, choosing models, testing them, and watching results in production. Start with a clear business metric. Define what success looks like, for example reducing stockouts or increasing forecast accuracy. Gather relevant data, check quality, and remove obvious biases. Collaborate with domain experts to interpret results and keep the project aligned with company goals. ...

Personal Data Protection Regulations Explained Personal data protection regulations set the rules for how personal data is collected, stored, and used. They aim to protect people while allowing online services to work safely. This article explains the basics in plain language and offers practical tips for everyday life. Who is covered and who must follow the rules Companies of any size that process personal data Public bodies and government agencies Online services that reach residents in the covered regions, even across borders Your rights as a data subject Access the data a company holds about you Correct inaccuracies in your records Request deletion in specific situations Move your data to another service (data portability) Object to or limit certain kinds of processing Withdraw consent for activities like marketing What organizations must do Have a lawful basis to process data (consent, contract, legal obligation, etc.) Be clear about what they collect and why (privacy notices) Limit data collection to what is necessary for the purpose Protect data with security measures and regular reviews Notify about a data breach in a timely way Keep records and, when needed, conduct impact assessments Tips for everyday privacy Read privacy notices and consent screens before sharing data Review app permissions and settings, especially for location and camera Use strong, unique passwords and enable multi-factor authentication Regularly check what data is stored about you and where it is kept If you want, ask for a copy of your data or request deletion where allowed In daily life, these rules help balance safety with freedom online. If a company moves your data to another country, they must keep protections in place. ...