What's included

• Project Definition and Data Exploration

  Firstly, a clear and concise problem statement will be made form the requirements of the client. This will help other people who will work on the project in the future. Moreover, data analysis will be performed on the image dataset. This will include gathering + exploring the image data, identifying the type of image data and the class distribution between different images.

• Model Development and Training

  Firstly, a suitable model architecture will be chosen according to the task to be accomplished. Based on this, another decision will be taken - whether to include transfer learning or to build a custom architecture for the client's requirements. The model will be trained and fine-tuned on the data provided and it will be evaluated based on the metrics - accuracy, precision, recall, etc.

• Model Deployment and Delivery

  Finally, a clear and concise document will be made outlining all the findings and outcomes of the project. Along with this, high quality graphs of the statistics and predictions will also be included in the document. According to the client's choice, the model would be deployed on a third party website like HuggingFace or a custom made website will be made.