Model deployment - Deepstash
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Model deployment

Analyse if the KPIs and the business objective of the model are achieved. If the parameters are not met, consider changing the model or improving the quality and quantity of the data.

Before deployment:

  • Ensure to measure and monitor the model performance continuously.
  • Define a baseline to measure future iterations of the model.
  • Keep iterating the model to improve model performance.

When all the defined parameters are met, deploy the model into the intended infrastructure.

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Identify the business problem

Define the business problem you are trying to solve.

  • What results are you expecting from the process?
  • What processes are used to solve this problem?
  • Do you see AI improving the current process?
  • What are th...

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Preparing the data

This step is the most time-consuming, with ML engineers spending around 80% of the AI model development time in this stage. A significant amount of time is spent cleaning the data and transforming it into the required format.

Things to consider include:

  • Trans...

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Identifying and collecting data

Ask questions, such as.

  • What data is needed to solve the business problem?
  • What quantity of data is required?
  • Do you have enough data to build a model?
  • Do you need more data to extend the existing data?
  • Ho...

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Model testing

While the model is trained and tuned using the training and validation data set, the model will behave differently when used in the real world, which is fine.

The main objective is to minimise the change in model behaviour when it is deployed. Three data sets are used when ...

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Model building and training

At this step, all the requirements have been collected for the solution modelling to proceed.

ML engineers will define the features of the model, taking the following into account:

  • Use the same features for training and testing the model to avoid inaccurate results.

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AI adoption

AI adoption

In 2019, near 87% of data science projects did not get into production. However, due to COVID -19, most companies have scaled up their AI adoption and increased their AI investment.

In 2020, almost 50 % of enterprises employed an ML model. But to completely harness the power of AI, multiple...

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The AI Model development lifecycle

AI model development involves multiple stages that interconnect to each other.

  1. Identify the business problem.ย Instead of asking how to improve your artificial intelligence, ask how to improve your business.
  2. Identify and co...

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