Machine Learning - eBook (EN)

7 leading machine learning use cases for startup

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Read the full story › "It was an awesome experience… bringing observability into our tech stack has helped enormously with real- time reactions to any system event." Sandeep Agarwal, CTO, Games24x7 Solution used: Amazon SageMaker Results: Prevents fraud and collusion during online games Detectes and mitigates security threats faster Identifies and thwarts intrusions with real-time visibility into attack vectors Games24x7 keeps gaming fair and fun. 6. Validate user identity to protect user and prevent fraud Today, organizations have to invest billions of dollars to reduce and prevent fraud in our increasingly digital world. In fact, the fraud detection and prevention market is expected to grow to $75 billion USD by 2028 at 16 percent CAGR. 4 One way organizations can prevent fraud is by leveraging identity verification, but the process of correctly identifying user identity in real time can be complex and can add friction to the customer experience. Verifying identity to combat fraudulent activities makes for a good AI and ML use case. Startups can benefit in three main areas. • First, as speed to market is paramount to startups, ready-to-use AI solutions, services, and ML models enable developers to quickly implement identity verification processes • Second, fully managed APIs can help train and implement custom models with less effort and data • Third, customers can leverage existing development resources with solutions and services that require no previous expertise, making AI and ML readily available across startups at a lower cost Your startup can quickly integrate pretrained facial recognition and analysis capabilities to authenticate your users' identities using Amazon Rekognition Identity Verification. Through a streamlined verification process and the ability to detect fraudulent and duplicate accounts in seconds, onboarding legitimate customers becomes easy without affecting your customer experience. By leveraging automation and AI with ready-to-use services, your startup can effectively reduce implementation and operational costs. 4 Bloomberg: Fraud detection and prevention. 11 11

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