Avinton's Kubernetes orchestrated AI Platform and Big Data Solution
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The Avinton AI Platform offers a comprehensive solution for big data and AI production with features like real-time analytics, low-cost infrastructure, and easy scalability. It supports robust AI pipelines and custom applications while ensuring high availability and collaborative development capabilities. Key functionalities include smart caching, automated model management, and comprehensive data pipelines for seamless integration.
Avinton's Kubernetes orchestrated AI Platform and Big Data Solution
- 1. 1 © Avinton Avinton AI Platform AVINTON
- 2. 2 © Avinton AVINTON AI Platform - Big Data & AI In Production AI BigData AI Pipelines Data Analytics Workflows Collaborative Data & AI Model Development Add Custom Applications Data Pipelines
- 3. 3 © Avinton AVINTON AI Platform - Why this Platform? AI BigData Realtime Analytics Low Cost Easy to Manage Easy to Scale Self Healing
- 4. 4 © Avinton AVINTON Realtime Analytics • Feed your dashboards in Realtime! • Unparalleled Performance / Price ratio • Distributed across all cluster servers: • Data Storage • Data Processing • GPU accelerated Data Analytics • In-Memory Smart Caching
- 5. 5 © Avinton AVINTON Low Cost • Infrastructure Cost Break Even within 2 months.
- 6. 6 © Avinton AVINTON Easy To Manage • Built In dedicated dashboards for each application • Extendible / Customisable based on requirements • Smart Machine Learning Based Alert Threshold Setting
- 7. 7 © Avinton AVINTON Easy To Scale • Horizontally & Vertically Linearly Scalable • Additional Cluster Servers • Upgrade existing Cluster Servers • Petabytes of data – no problem • Adding Servers requires no downtime and is very simple
- 8. 8 © Avinton AVINTON Self Healing • High Availability • Redundancy Built In to each hardware component • Fault Tolerance • Kubernetes gives us the ability to maintain service uptime despite hardware issues • Self Healing • POD Configurations allow us to recover any services which may have crashed.
- 9. 9 © Avinton AVINTON AI Pipelines • Robust Production Ready AI • Expedite Time To Market • Development -> Deployment in minutes • AI Model Management • AI Model Performance Analyses • Automated Model Selection & Hyper-Parameter Tuning • Instant Model Insights (ex: Class Activation Maps)
- 10. 10 © Avinton AVINTON Data Pipelines • Bring Data From Anywhere • Send Data To Anywhere Simple Data Pipeline Web DataBase Other Files AI Platform
- 11. 11 © Avinton AVINTON Native Custom Applications • Run Custom Applications on your cluster • Kubernetes / Docker / Cloud Native / Dedicated Monitoring Dashboard in Grafana • Robustness and Reliability out of the box Self Healing / POD affinity / High Availability • Good for interacting with other applications or users outside of the cluster
- 12. 12 © Avinton AVINTON Collaborative AI & Data Model Development • JupyterHub is designed for enabling collaboration within data science teams • Workbook Repository • Share Workbooks / Version Control / Change Control
- 13. 13 © Avinton AVINTON Data Analytics Workflows • Data Modelling / Feature Engineering / Data Splicing • Massive Parallel Processing across all cluster nodes • GPU Accelerated Data Processing