What's included

• Data Assessment and Recommendations

  A detailed report on the quality, relevance, and potential of the client's data sources. This may include recommendations for data collection, cleaning, and augmentation.

• Exploratory Data Analysis (EDA) Report

  An EDA report provides insights into the data, identifying patterns, trends, and anomalies. It helps in understanding the data's characteristics and informs further analysis.

• Model Evaluation and Validation Report

  A report that assesses the model's performance using relevant evaluation metrics. It demonstrates how well the model generalises to unseen data and meets predefined accuracy or performance criteria.

• Optimization Recommendations

  Recommendations for fine-tuning the model or adjusting hyperparameters to improve accuracy, efficiency, or robustness.

• Deployment Plan

  A plan outlining how the model can be deployed into the client's production environment, including considerations for packaging, APIs, and infrastructure requirements.

• Monitoring and Maintenance Guidelines

  Guidelines for establishing monitoring mechanisms to track the model's performance, detect anomalies, and address updates or adjustments over time.

• Presentation and Communication

  Clear and concise presentations or reports to communicate findings, progress, and results to stakeholders within the client's organisation.