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<div class="innerhero__pre pb-3">Apache Ignite</div>
<h1 class="h1 innerhero__h1">
Machine Learning<br />
APIs
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Continuously train, execute and update your machine learning<br />
models at scale and in real-time
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<h2 class="compute2__h2">Ignite Machine Learning APIs Overview</h2>
<p class="machine1__text pt-5">Ignite Machine Learning (ML) is a set of simple, scalable, and efficient tools that allow building predictive machine learning models without costly data transfers.</p>
<h3 class="machine1__title machine-top">How does Apache Ignite support ML APIs?</h3>
<p class="machine1__text">You have two options:</p>
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<div class="machine1__option">
<div class="machine1__number">01</div>
<div class="machine1__subtext">Use built-in ML APIs for some of the typical ML and deep learning (DL) tasks, such as:</div>
<div class="machine1__subtext flexi"><span>— Classification</span><span>— Regression</span><span> — Clustering</span><span>— Recommendation</span><span>— Preprocessing</span></div>
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<div class="machine1__number">02</div>
<div class="machine1__subtext">Use external ML and DL libraries that use Apache Ignite as scalable and high-performance distributed data storage:</div>
<div class="machine1__subtext flexi"><span>— TensorFlow</span><span>— Scikit</span><span>— Spark</span><span>— And more</span></div>
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<h2 class="compute2__h2">Benefits of Apache Ignite Machine Learning APIs</h2>
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<h3 class="machine__title">Expedite the training process <br />with horizontally scalable cluster</h3>
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You can distribute your training data set over an unlimited number of cluster nodes and train your models with the speed of memory.<br />
With built-in Ignite ML APIs, you:
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<div class="machine__subtext">Avoid, or minimise ETL</div>
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<div class="compute2-points__item fz20"></div>
<div class="machine__subtext">Load all your training data sets in the same cluster</div>
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<div class="compute2-points__item fz20"></div>
<div class="machine__subtext">Minimise network utilization during the training process</div>
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<h3 class="machine__title">Execute your ML models with in-memory speed from your application code</h3>
<div class="machine__info"><p class="machine__text">Once the model is trained, deploy it on the cluster and execute it with in-memory speed. Use built-in Ignite APIs or 3rd party libraries.</p></div>
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<h3 class="machine__title">Continue updating your models with new data in real-time</h3>
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<p class="machine__text">Data and user behaviours change rapidly, so you always need to advance your models. With Apache Ignite, you can update your already deployed ML models with new data sets.</p>
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<p class="nativebotblock__text">Start coding machine learning APIs</p>
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