Microsoft Personalizer

Microsoft Personalizer Machine Learning Software provides a personalized AI experience to every user.

Overview

Microsoft Personalizer Machine Learning software focuses on helping businesses create rich and tailored interactions for their users. This software learns from the collective behavior of different users, and it uses the information gotten to train a  shared model. The shared model is updated with data from all interactions to improve its personalization capability. Plus, organizations can enhance user satisfaction and boost usability with this software's reinforcement learning-based capability via Azure. 

With this software's API, users can prioritize conversation, content, and layouts seamlessly. Businesses can use the Microsoft Personalizer Machine Learning software as a standalone platform or complement an already existing solution. Users do not need any machine learning expertise to use this software. Besides, Personalizer offers users automatic model optimization based on reinforcement learning, which allows the AI to achieve the goals they set.

Microsoft Personalizer Machine Learning software can interact with customers after the service reaches the right confidence level to give users a smooth transition matching the performance of their solution. Businesses can use this software to adjust and monitor the learning loop based on their KPIs and parameters. With real-time learning, this software helps to improve the experiences of customers over time, based on their behavior.  Also, users can add two lines of code to embed the Microsoft Personalizer Machine Learning software.

This software works with the data of users in different forms, and users can use it to inspect optimization and prediction accuracy with ease. The Microsoft Personalizer Machine Learning software learns alongside the existing solution users have to meet their performance threshold. Users can use this software to evaluate and interpret the effectiveness of parameters. With this software, users can pay for only what they use, with no extra charges. Financial services can leverage this software to personalize offers on insurance, commercial, and loan products.

Product Details

Microsoft Personalizer Machine Learning software enables the client application of users to choose the best content item to show customers. This software selects the best action based on aggregate real-time information that users provide on context and content. This cloud-based API service monitors user behavior and reports a reward score to enhance its ability to choose the best content. Also, this software makes use of reinforcement learning to select the best action based on collective behavior and reword scores across different users.

Microsoft Personalizer Machine Learning software allows users to configure their learning behavior. This software gives users confidence and trust in its machine learning capabilities and the Personalizer service, and it sends information that it can learn from easily without risking online traffic. Businesses can use the Microsoft Personalizer Machine Learning software to make some changes to their existing application, like changing the order of actions sent to the software's Rank API. With the Rank API, users can conveniently train their Personalizer model.

Microsoft Personalizer Machine Learning software allows users to configure their application using Rank and Reward API. Organizations can use their existing business logic to calculate the reward of an action. However, Personalizer has a default reward if users don't return it within the configured wait time.  This software enables businesses to review the performance of their current learning behavior. Users can evaluate the features of apprentice mode using an offline evaluation, and the software trains with an average of 75-83% rolling average. Besides, users get to determine when the model is ready to go into online mode.

Microsoft Personalizer Machine Learning software allows users to run an evaluation in their Personalizer resource from the Azure portal. This software offers users information on the actions and features of context that are influencing the model. Users can use this machine learning platform to find out the features that are not important so they can remove them or perform further analysis.

Businesses can use this software to guide their curation or editorial teams about new products. Microsoft Personalizer Machine Learning software enables users to troubleshoot common mistakes and problems. The results information gotten about the feature importance represents the current software. Additionally, the Microsoft Personalizer Machine Learning software enables users to add additional features in the model.  

Microsoft Personalizer Machine Learning software allows businesses to implement service responsibly. Organizations can use this software to build the trust of users in their company and service. There are different responsibilities users have to consider when designing their application using Personalizer. Users can not use this software in situations where exploration behavior can cause harm. This software enables businesses to put the benefits of personalization to their users into consideration before starting the design process.

Microsoft Personalizer Machine Learning software enables users to reproduce copies of learning policies and models with ease. This cloud-based software allows organizations to consider the effect of features like user demographics, locale information, user perception of fairness, and unintended feature bias. Additionally, users need to consider the ethics and legality of using specific features for some applications.

Microsoft Personalizer Machine Learning software uses real-time learning to enhance the experiences of application users. This software offers the single best outcome for customers, every time they have an interaction with users' app. Users can inspect and optimize the accuracy of predictions with ease. With the interface, users can evaluate and interpret the effectiveness of the software.

The Microsoft Personalizer Machine Learning software works with different forms of data, and users can start using no data or tap into their existing dataset. Users can embed this software using two lines of code, and they can skip the learning curve with the apprentice mode capability.

Recap

Microsoft Personalizer Machine Learning software is an AI service that businesses in different industries use to deliver a personalized and rich experience to their users.  Through Azure, this software can improve user satisfaction using learning-based functionalities. Companies can use the Microsoft Personalizer Machine Learning software as a standalone solution or use it to complement their existing solution. This software allows users to adjust and monitor the learning loop to fit their KPIs.