First, give conclusions that can be used for decision-making
The privatization project includes both application engineering, modelling services, infrastructure and safe operation. The enterprise needs to specify which data are not available outside the domain, whether the network is isolated, how users and systems are certified, how they anticipate and respond, and who maintains the GPU, models and applications.
What conditions need to be identified before judgement is made?
The same question may have different answers under different business, data and project phases. It is suggested that the following conditions be checked and that the common findings on the web be incorporated into their own projects.
Suggested order of advance
First, we'll be clear about the target and the border.
Specific data and systems that must be privatized are identified.
Validation Key Dependence
Compare cloud-end versus deployable model effects with fixed task sets.
Development of assessable outcomes
Small-scale capacity, safety and application access to PoC completed.
Make sure you decide the next step with the real results.
Design of high-availability, monitoring, upgrading and repatriation programmes.
How do you understand it in the actual business?
The equipment files and malfunction data of manufacturing enterprises can be used only on the Intranet, and candidate models and RGs can be deployed in isolation testing environments to check the quality of questions and answers and GPU loads. If local models are not sufficient for complex diagnostics, local search and controlled model services are used in combination, depending on security policy.
The easiest pit to step on.
Purchase of only GPU and deployment models, not clear operational applications
The network is not considered to require authority, audit and security updates after deployment
Underestimating the long-term costs of upgrading models, capacity expansion and professional mobility
How should we end up receiving and confirming?
The application of the source code, model configuration, permission, deployment script, monitoring and movement data should be taken over.
When preparing to communicate with suppliers or internal teams, it is recommended that current processes, representative samples, existing systems, planning time and budget levels be brought. First, the unknown items are clearly marked, and then the decision is made to use diagnostics, PoC, fixed-range projects or ongoing research and development, which is usually more reliable than a direct demand for a price and duration without borders.