Is your investment in data delivering what it should?

As the rise of machine learning (ML) continues, more and more organisations are piloting ML models across a wide range of applications. The Telefónica Tech AI Model Review is a sequential list of checks used to validate the completeness of a solution and make recommendations for potential improvement.

 

Our goal is to use our experience of deploying operational ML solutions to provide a degree of confidence in the models that are shaping our clients’ business and ensure common pitfalls are avoided.

The Telefónica Tech Approach

Our approach takes 4-10 days depending on the size and complexity of the model. The engagement is broken down into four main areas:

 

  1. Scenario Review: We begin by reviewing the different scenarios in which the model will be used, ensuring they align with business objectives and requirements.
  2. Data Review: Next, we conduct a thorough review of the data, assessing its quality, relevance, and adequacy for the model to ensure accurate and reliable outcomes.
  3. Model Review: We then review the model itself, examining its structure, algorithms, and performance to confirm it meets the desired specifications and operates effectively.
  4. Deployment Review: Finally, we review the deployment process, evaluating the integration of the model into the existing systems and ensuring it can be maintained and scaled as needed.

 

This comprehensive approach ensures that all aspects of the model are meticulously evaluated and optimised for the best possible results.

Optimising the Hybrid Work Model

Deliverables:

Clients who engage with us for an AI Model Review expect practical, actionable insights on their models that are backed up by evidence. A common set of deliverables would include:

 

  • An actionable list of recommendations of how to improve each model, spanning several subject areas including, source data, feature engineering, model selection and deployment
  • A prioritised list of the actions that balances cost/complexity to implement against the positive impact to the overall solution
  • Guidance and timelines for achieving each action based on the organisations current solution
  • Assorted supporting material such as plots, correlation matrices and architecture diagrams.

Benefits:

A successful AI Model Review offers several benefits. It ensures the model is sound and the use case valid, identifies performance-degrading concepts, and provides confidence in the model’s readiness for production after recommendations are implemented.

 

Additionally, it offers an unbiased, external perspective, free from emotional attachment to the development process, ensuring an objective evaluation.

Request an AI Model Review

Telefonica Tech offer professional services specialising in data analytics, from data management strategy and consultancy through to world class delivery and managed services.

If you would like to get started with our AI Model Review, please fill out the form below.