# AI Questions/Help **URL:** https://forum.devtalk.com/c/ai-forum/ai-questions-help/210.md [Latest](https://forum.devtalk.com/latest.md) · [Categories](https://forum.devtalk.com/categories.md) · [Tags](https://forum.devtalk.com/tags.md) --- ## [Roadmap for a beginner who wants to build a career in AI from scratch?](https://forum.devtalk.com/t/roadmap-for-a-beginner-who-wants-to-build-a-career-in-ai-from-scratch/247192)
**Author:** [@SakshiGaba](https://forum.devtalk.com/u/SakshiGaba)\ **Replies:** 2\ **Last updated:** [12 June 2026 01:52 UTC](https://forum.devtalk.com/t/roadmap-for-a-beginner-who-wants-to-build-a-career-in-ai-from-scratch/247192 "2026-06-12T01:52:14Z")
What’s the best roadmap for a beginner who wants to build a career in AI from scratch? --- ## [Which AI book would you recommend to a beginneer?](https://forum.devtalk.com/t/which-ai-book-would-you-recommend-to-a-beginneer/233313)
**Author:** [@Fl4m3Ph03n1x](https://forum.devtalk.com/u/Fl4m3Ph03n1x)\ **Replies:** 1\ **Last updated:** [12 May 2026 19:27 UTC](https://forum.devtalk.com/t/which-ai-book-would-you-recommend-to-a-beginneer/233313 "2026-05-12T19:27:53Z")
Background A friend of mine is currently showing interest in changing careers. She is in the IT sector, but her experience focuses mostly in managing teams and doing support. I talked to her about AI, and that currently… --- ## [Resources to learn how to compute HMM transition matrix?](https://forum.devtalk.com/t/resources-to-learn-how-to-compute-hmm-transition-matrix/223901)
**Author:** [@j\_0t](https://forum.devtalk.com/u/j_0t)\ **Replies:** 1\ **Last updated:** [17 December 2025 14:58 UTC](https://forum.devtalk.com/t/resources-to-learn-how-to-compute-hmm-transition-matrix/223901 "2025-12-17T14:58:49Z")
Hi everyone, I would like to ask you for some resources to learn how to compute HMM transition matrix and then start coding the solution for a morphosyntactic tagger. Ty in advance --- ## [How to attach documents in Jan.ai?](https://forum.devtalk.com/t/how-to-attach-documents-in-jan-ai/219341)
**Author:** [@AadityaJujagar](https://forum.devtalk.com/u/AadityaJujagar)\ **Replies:** 0\ **Last updated:** [19 October 2025 12:57 UTC](https://forum.devtalk.com/t/how-to-attach-documents-in-jan-ai/219341 "2025-10-19T12:57:13Z")
So I came across this privacy-first AI tool for desktop, Jan.ai, so I decided to use it for document analysis purposes with the use of a LLM model for docs Mistral-7B-Instruct-v0.3, but later I got to know that Jan.ai do… --- ## [Elixir for generative AI?](https://forum.devtalk.com/t/elixir-for-generative-ai/213243)
**Author:** [@dPhong31415](https://forum.devtalk.com/u/dPhong31415)\ **Replies:** 4\ **Last updated:** [16 September 2025 07:48 UTC](https://forum.devtalk.com/t/elixir-for-generative-ai/213243 "2025-09-16T07:48:58Z")
I’ve been playing with the idea of building a generative AI app (images/video). Part of me really wants to use Elixir because I love how it handles concurrency and real-time stuff. But I keep wondering… would Elixir just… --- ## [What are the best text-to-speech ai generation tools that you can run locally?](https://forum.devtalk.com/t/what-are-the-best-text-to-speech-ai-generation-tools-that-you-can-run-locally/191895)
**Author:** [@Fl4m3Ph03n1x](https://forum.devtalk.com/u/Fl4m3Ph03n1x)\ **Replies:** 3\ **Last updated:** [24 March 2025 16:48 UTC](https://forum.devtalk.com/t/what-are-the-best-text-to-speech-ai-generation-tools-that-you-can-run-locally/191895 "2025-03-24T16:48:39Z")
Background Lately I am in a quest to find a good quality TTS ai generation tool to run locally in order to create audio for some videos I am making. I have limited knowledge on the topic of Neural/Baesyan networks and t… --- ## [Is it possible to build an online shop recommendation system with Deepseek?](https://forum.devtalk.com/t/is-it-possible-to-build-an-online-shop-recommendation-system-with-deepseek/187291)
**Author:** [@trazorx](https://forum.devtalk.com/u/trazorx)\ **Replies:** 0\ **Last updated:** [12 February 2025 12:36 UTC](https://forum.devtalk.com/t/is-it-possible-to-build-an-online-shop-recommendation-system-with-deepseek/187291 "2025-02-12T12:36:45Z")
Is it possible to build a recommendation system for my online shop? I have online shop and i want to add a recommendation system on it and I’m wondering if I can do it by leveraging Deepseek. Anyone can help give any r…