Decision Tree Engine Accelerator

Decision Tree Engine Accelerator

The Xelera Analytics software accelerates machine learning-based analytics queries. For decision tree-based machine learning algorithms, such as Random Forest and XGBoost Xelera Analytics is the worlds fastest analytics engine. Under the hood, Xelera Analytics leverages the enormous computing capabilities of modern enterprise-grade FPGA and GPU accelerators.

Key benefits

• High-throughput Random Forest, XGBoost and LightGBM Inference
• One order of magnitude throughput over CPUs and GPUs
• One order of magnitude cost savings over CPUs and GPUs
• Usable with zero code change

Benchmark: Kaggle Malware Detection dataset (https://www.kaggle.com/c/malware-detection/overview) |Number of features: 23 | Maximum decision tree depth: 10 levels | Number of decision trees: 200

Example use-cases

• Network security (DDOS prevention)
• Malware detection
• Anomaly detection
• Recommendation engines
• Risk management
• Algorithmic trading

Application areas

• Cybersecurity
• Finance
• Retail

Availability

• Public Cloud (AWS, Azure, Nimbix)
• On-premises
• Edge Clouds

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