I'm working on developing a chatbot that will use sensitive corporate data, and I'm concerned about the security implications of sending this data to a remote server for training. What are the recommended security practices for training a chatbot using sensitive corporate data without exposing the data to security risks?
Specifically, I'm interested in:
Best practices for securing the development environment to ensure the data is protected during the training process. Methods for training the chatbot locally or using synthetic data to protect the privacy of sensitive corporate data. Strategies for ensuring the chatbot is compliant with relevant regulations, such as GDPR and CCPA. Ways to test and monitor the chatbot to ensure it is functioning properly and securely. I have experience in software development and data security, but I'm new to developing chatbots. Any resources or advice would be greatly appreciated.