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1 © Avinton
Avinton AI
Platform AVINTON
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 © Avinton
AVINTON
AI Platform - Why this Platform?
AI BigData
Realtime Analytics
Low Cost
Easy to Manage
Easy to Scale
Self Healing
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 © Avinton
AVINTON
Low Cost
• Infrastructure Cost Break Even within 2 months.
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 © 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 © 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 © 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 © Avinton
AVINTON
Data Pipelines
• Bring Data From Anywhere
• Send Data To Anywhere
Simple Data Pipeline
Web
DataBase
Other Files
AI Platform
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 © 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 © Avinton
AVINTON
Data Analytics Workflows
• Data Modelling / Feature Engineering / Data Splicing
• Massive Parallel Processing across all cluster nodes
• GPU Accelerated Data Processing

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Decoding Loan Approval: Predictive Modeling in Action
 

AI Platform - Realtime Analytics, Low Cost, Easy Management

  • 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