What are the different methods to deploy a model into production system ANSWER

What are the different methods to deploy a model into

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5. What are the different methods to deploy a model into production system? ANSWER: Before deploying any models into productions, we should consider following points:a.Programming language like Java,C, VB.b.Database and SQL scripts.c.Predictive model mark-up language.d.Schedulers. I. What are my requirements? (i.e. how many requests are you expecting per second, what latency is required…etc) II. How will I evaluate the model’s performance in production? (and how will I collect and store the additional data from interactions) III. How frequently do I plan on re-training my model? IV. What are the data pre-processing needs? V. Will the format of the production input data differ drastically from the model training data? Will it come in batches or as a stream? VI. Does the model need to be able to run offline? Broadly the methods can be categorized into two: I. Online deployment models: Data mining tools like RevoDeployR or Orange or using Web framework. II. Offline deployment Modes:
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