Thank you very much for your comments. could you please add more context? do you mean sentiment analysis for a video or audio content?

@@Deep_dive_knowledge_talk sentiment analysis from audio ,video and text

Thank you for your comments. I am really struggling with the balance between conversation coherence and topics completeness :(. In short, how can we mimic the conversation quality of an experienced interviewer who can control the conversation in such a way so that it covers all critical topics while being smooth and interesting without reiterate topics. Open to all suggestions!

@@Deep_dive_knowledge_talk Have you tried multiple steps? You could start with a transcript like this and then ask an LLM for modifications to the transcript to organize it better and remove repetition. If you want to do it live, that won't help much, but if you do KZbins, it would be the same either way.

@@DanWolf-codeNerd Thank you very much for your suggestions! I like your "batch mode" method which is token effective. Meanwhile, I implemented a different approach by introducing a live monitor for the conversation to constantly check the topic cohesive relevance to make sure that the new topics to be in conversation is distinctive yet relevant. You can check my latest videos for the effect. Thank you for the discussion! Really appreciated it!

Glad it was helpful!

Thank you very much for your valuable feedback. MIP is really complex and yet impactful domain that I am trying very hard to follow the latest trend but still struggling. I tried to update the content by making more analogies and focusing on fewer aspects to illustrate better but youtube does not allow me to change the video once published. So perhaps the best approach is to start a new episode, focus on a narrower field and perform a deep dive. Stay tuned.

Is it an AI (ChatGPT) made video?

Get used to it. In a while you won’t be able to tell

The lazy mind is a creative mind, and the creative mind is a resourceful mind. The resourceful mind can turn anything into something, even nothing.

You might lose track of the topic if it sounds more human than a robot :p Who knows? We may get some AI with acting skills very soon.

yeah 😁@@Deep_dive_knowledge_talk

Thank you very much for your comments. Glad you liked it. I am not qualified to answer job related questions. In my humble opinion, new technologies should help talents to use their skills to make positive impact no matter where they are, physically.

I think if you know Esri software very well, you'll find a job in GIS relatively easily

Thanks. I learned these from someone who matches your description. :)

Thank you very much for your comment and I really appreciate your raising the topic of autonomous teaching which is really fascinating topic on its own. Please allow me to respectfully disagree with your kind suggestion of teaching things myself. Not everyone can be good teacher but we all may have our unique knowledge base or perspectives for certain domains. With the AI technology evolving day and night, I find a good way to translate my own understanding into a format that can potentially benefit others. By the way, I don't think you can get answers of this level of complexity by asking chatgpt, at least, I did not succeed in doing that :P

@@Deep_dive_knowledge_talk yes you can teach with the help of ai even I do that when i explain it to someone but not like use ai to teach he directly. but to understand it all by myself and then making keypoints which was hard for me to understand and i guess there is no such thing as good teacher, the one who understand it the most is more good at explaning. after all i really appreciate your contribution for, it was just my point of view, pls correct me if I'm wrong or dont match with your align thoughts, I'm open minded.

MemGPT is considered to be using LLMs as operating systems because it draws inspiration from the concept of virtual context management, a technique drawing inspiration from hierarchical memory systems in traditional operating systems that provide the appearance of large memory resources through data movement between fast and slow memory. This allows applications to handle data sets much larger than the available memory. Here is the paper for your reference : arxiv.org/abs/2310.08560

a bad voice is true test for good content :P