❓ Help Beginner in AI Fine Tuning please help

[PHC-Jayce]

Good Evening po sa mga ai savvy dyan may tanong po ako regarding fine tuning a model.

Meron kasi akong feature na mag aallow sa mga user na mag upload ng kanilang specialization at mga skills na meron sila currently.

Then yung recommender system mag rerecommend siya ng mga skills na hindi pa nalalaman ng user na kailangan nya sa kanyang napiling specialization

 

[zaxcal]

gagawa ka ba TS ng system application na may Ai features?

 

[PHC-Jayce]

gagawa ka ba TS ng system application na may Ai features?

yes po

 

[iOS Kernel]

Fine tuning ba talaga? o yung tinutukoy mo isa mag uupload ng PDF then ai model suggesting for new skills? ganito ba? Kasi kung fine tuning dapat may mga datasets kana

 

[alist1986]

Anak, malawak ang finetuning ng AI from simple embedding, use of datasets, knowledgebase atbp. Sari-saring yang class/types from low to high memory, using reinforced learning, atbp., and even creating a new tuned model for a type of specialization. Tukuyin mo muna yung kaya mong sundan na method. Search ka sa net ng tutorials regarding that topic and look for any working app sa Github or any open source site.

Kung gusto mo ng simpleng approach use ᑕᕼᗩTGᑭT (for personal use) without the hard method of fine-tuning an AI Model. Use a document as a form of data to be used by your AI assistant. Embedding using vector database ang gamit dyan. Yung knowledgebase na pwedeng ipasok mo rin sa ᑕᕼᗩTGᑭT can also use data sa Onedrive or even your previous chats. Dyan mo i-apply yung specific areas for skill or knowledge na gusto mong gamitin ng AI for a specific task. Yan ang gamit ko sa songwriting as an example to guide my AI for the song I like and assist the AI thru COT (Chain of Thought)/TOT (Tree of Thought) prompting + Retrieval-Augmented Generation (RAG) if needed for other tasks - lalo na sa problem solving without the need to run my other apps para mabilis kahit GPT-3.5-turbo lang.

Sa last sentence mo, baka alin dito sa apat ang makatulong.
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Bahala ka na dyan iho he he.