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make an AI Psychiatrist Leveraging Pre-Trained Models with Effective Prompts

Open TAHIR0110 opened this issue 1 year ago • 8 comments

Develop an AI Psychiatrist platform leveraging pre-trained models and empathetic prompts to provide confidential mental health support. Tailored prompts encourage open dialogue.

the prompts should be concise, clear, and thought-provoking.

I'm labelling it as level 3 task, as we need very good chat bot with effective prompts.

TAHIR0110 avatar May 11 '24 17:05 TAHIR0110

Here is my solution for the above problem, Since you have mentioned that the prompt should be clear and concise, I can fine-tune some pre-trained models to accept the prompt from user and rephrase the prompt in a very concise, clear or empathetic way. Once the transformations have been done to the prompt given by the user, it can be then either integrated to the already available chatbot created by you, or I can build a new AI-Psychiatrist chatbot and then integrate it.

@TAHIR0110 @Atharv714 This is my approach, kindly assign this issue to me under GSSoC'24.

hiteshhhh007 avatar May 12 '24 05:05 hiteshhhh007

Hi , This is Hitha @TAHIR0110 @Atharv714 I am deeply passionate about leveraging technology to make mental health support more accessible and effective and I believe my skills and experience could be valuable contributions to the project. My approach is to go through the pre-trained models like Open AI's GPT,BERT and Transformers and choose the one with more empathetic prompts,accuracy and take insight from professionals and then fine-tune and improve upon it based on preference. I would like to contribute to this issue under GSSOC'24 , could you please assign this to me

hit-haa18 avatar May 12 '24 06:05 hit-haa18

Hello @TAHIR0110 To achieve a concise, clear, and thought-provoking AI Psychiatrist platform leveraging pre-trained models and empathetic prompts,we can:

Pre-trained Models Selection: Choose pre-trained language models trained on mental health-related data to ensure accurate responses and understanding of nuances.

Prompt Design: Craft prompts that are empathetic, concise, and non-judgmental to encourage open dialogue. Consider using open-ended questions that invite reflection and self-awareness.

Tailored Responses: Customize responses based on user input and sentiment analysis. Offer validation, empathy, and practical advice where appropriate.

Confidentiality: Ensure strict confidentiality and privacy measures are in place to protect user data and maintain trust.

Continuous Improvement: Regularly update and refine the platform based on user feedback and emerging research in mental health to enhance effectiveness and empathy.

By integrating these elements, the AI Psychiatrist platform can provide confidential mental health support with tailored prompts that encourage open dialogue and reflection.So kindly assign me this task under GSSOC'24 as I am a contributor

TushtiSavarn avatar May 12 '24 08:05 TushtiSavarn

@hiteshhhh007 assigned, kindly keep updating about this.

TAHIR0110 avatar May 12 '24 10:05 TAHIR0110

okay, will update you!

hiteshhhh007 avatar May 13 '24 05:05 hiteshhhh007

@TAHIR0110 I'm thinking of using Models from LM Studio, is that fine?

hiteshhhh007 avatar May 23 '24 15:05 hiteshhhh007

@hiteshhhh007 yea sure!

TAHIR0110 avatar May 23 '24 15:05 TAHIR0110

Hey @TAHIR0110! I have finished with the main part, I want to know do you require streamlit based app for this?

hiteshhhh007 avatar May 24 '24 11:05 hiteshhhh007