STDOUT

We offer Machine Learning consulting services. If your team is struggling to execute on your Machine Learning roadmap, we can help. Start with our book or podcast, then reach out if you'd like a consultation. Here's an an overview of our services, broken down by development-phase: Phase One: Planning Strategy Generation. Event Storming. Requirements Generation. Capacity Planning. Team Building. Technical Training. Capability Maturity Building. Roadmap Generation. Phase Two: Research Literature Review. Data Collection. Annotation Infrastructure. Labeling Procedures. Base Model Selection. Notebook Generation. PoC Creation. Production Model Training. Phase Three: Development Model Compression. Runtime Adaptation. Pre-processing Pipeline Components. Post-processing Pipeline Components. Sub-process Integration. Companion Data Warehousing. Gateway Development. Gateway Documentation. Phase Four: Operations VCS Setup. Integration Test Creation. Smoke Test Creation. Continuous Integration Infrastructure. Continuous Deployment Infrastructure. Hosting Infrastructure. Telemetry & Observability Systems. Analytics & Logging Systems. Phase Five: Integrations Client Libraries. Client-side Model Runtimes. Request Queues. Authorization Mechanisms. Sub-Client Metering. Client-side Integration Tests. HITL Systems. Client-side Fallback and Failover. Phase Six: Iterations Automated Builds. Automated Model Training. Automated Model Benchmarking. A/B Testing. Auto-Scaling Infrastructure. Simple RLHF. Advanced RLHF. Service Level Agreements.