Introduction to BlockFi and what we do as a crypto company. Our journey with Databricks:
- Building a cross functional ML team
- Scoping business problems to get executive buy in
- Conveying a strategic vision for ML at your organization
- Operationalizing ML & Data Science to solve business challenges
- Building clear business objectives for your ML Projects
Blockchain Analytics for security and risk identification
- Unique security problems in crypto
- Estimated costs of fraud, account take over, and possible regulatory fines (eg: OFAC Sanctioned entities)
- Graph theory and blockchain analysis problems at scale
- Using Nvidia Rapids, Apache Arrow & Graphistry with Databricks
- Onboarding business teams into Databricks for collaboration
Using ML to improve platform stability and ITOps
- Crypto never sleeps: 24x7 trading
- Cost of an outage
- Forecasting techniques and libraries + tradeoffs (simple regression, prophet, sarimax)
- Integrating non-traditional indicators/features to forecast IT infrastructure and platform behaviors
- Operationalizing predictions for early warning to O11y tools l