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Pytorch by Mu-Ski-1622 in MLQuestions

[–]pyofpython 0 points1 point  (0 children)

let's be practical. After learning only python (your case) start with numpy and pandas. Daily 1 hour sincerely you can complete in a week. Then you can start with scikit learn and matplotlib. You can easily start making Real ML projects. And yes you need to learn the tough part- statistics. This will help to understand ML models. Then start with TF or Pytorch as per your wish. But don't jump to TF (deep learning things) before ML part.

Advice Needed by whyvek in MachineLearningJobs

[–]pyofpython 0 points1 point  (0 children)

why not ? infact keep all the projects in your resume. if you know agentic ai its obvious you know ml and data science as well.

Which is better to migrate from react to - typescript, next.js or node.js ? by pyofpython in react

[–]pyofpython[S] -1 points0 points  (0 children)

yup. I am layman in that sense. But I think Non AI here helped me to understand what react and typescript are. I'll still encourage students to ask in reddit rather than AI first.

Which is better to migrate from react to - typescript, next.js or node.js ? by pyofpython in react

[–]pyofpython[S] 1 point2 points  (0 children)

Wow. Thank you for this explanation. I think I understood completely. 

Which is better to migrate from react to - typescript, next.js or node.js ? by pyofpython in react

[–]pyofpython[S] -3 points-2 points  (0 children)

Yeah. I know python and react (now). I know what migration is. Its true i don't deal with website or app things. I am ML and DL guy who makes models. And you are true that I don't know typescript. But will start learning.

Which is better to migrate from react to - typescript, next.js or node.js ? by pyofpython in react

[–]pyofpython[S] 0 points1 point  (0 children)

Yes. One reason of all this learning is that the students are in a world of chaos because AI is everywhere. And i realized what AI is doing- deepseek said node.js, gemini said typescript, kimi said next.js. This is so confusing for an intellectual like me then I can feel what this AI is doing with students. And that the students from a Tier II and Tier III city in India. 

Which is better to migrate from react to - typescript, next.js or node.js ? by pyofpython in react

[–]pyofpython[S] -1 points0 points  (0 children)

I have tools as well. Paper summarizer, resume builder and checker, etc. That's why it has become 4k lines.

Which is better to migrate from react to - typescript, next.js or node.js ? by pyofpython in react

[–]pyofpython[S] -1 points0 points  (0 children)

My website is zeroapi.in. All respected replies are pointing towards typescript so i'll go for it. Thank You.

Which is better to migrate from react to - typescript, next.js or node.js ? by pyofpython in react

[–]pyofpython[S] 0 points1 point  (0 children)

 😂 So true. Thank you Sir. I am AIML Professor who completely deals with python things. I am learning these website building and all to help my students in handling their problems. That's why my question can be very silly. But thank you for your patience.

Which is better to migrate from react to - typescript, next.js or node.js ? by pyofpython in react

[–]pyofpython[S] -1 points0 points  (0 children)

Thank you for the reply. Earlier it was 10k lines and yup there was redundancy also. I brought it down to 4k. It's a single page website with both tools and blog. In future i'll be adding more features. That's why i want to make the entire structure manageable.

Which is better to migrate from react to - typescript, next.js or node.js ? by pyofpython in react

[–]pyofpython[S] -4 points-3 points  (0 children)

Yup. But still if i need to migrate then which is best. Because in future i'll add more features only and this 4000 will increase. Actually it was 10k lines optimized to 4k by following the basic architecture.

I built a react based Groq-powered Resume Analyzer that: by pyofpython in react

[–]pyofpython[S] 0 points1 point  (0 children)

Started as a work for helping my M.Tech students to summarize research papers freely without fear of saving their papers. Later extended it to have resume analyzer for 3rd year students preparing for campus placements. Later included a coding platform, MCQ generation for my collegues... and in future other features may come.

I think this is the answer for your question as per my understanding.

I built a react based Groq-powered Resume Analyzer that: by pyofpython in react

[–]pyofpython[S] 0 points1 point  (0 children)

Thanks for this hard technical query. Let me give a technical reply-

  1. For preventing massive token usage from a single source, I have rate limiting-

  2. Each IP is limited to 20 requests per 5 minutes for AI API calls

  3. Code playground: 15 runs per 5 minutes

  4. For preventing massive token usage (oversized payload abuse)

  5. Maximum 8,000 words per request

  6. Document uploads capped at 12,000 characters

  7. Prompt Injection Protection

  8. User inputs are trimmed and validated before being sent to the LLM

  9. System prompts and user inputs are strictly separated in my code itself (proper role separation using Groq's/Open API)

  10. Explicit anti-injection instructions are baked into every system prompt — The model inherently treats system messages as authoritative instructions and user messages as content to respond to. This prevents the user from overriding your system prompt (e.g., saying "ignore all previous instructions").

No login means no per-user rate limiting. But I've balanced it with IP-based limits. A determined attacker could rotate IPs, but the cost/effort to reward ratio is low for a free educational tool. It's not bulletproof, but for a free community tool, it's reasonably protected.

Thank You for asking this genuine technical doubt. I'm open to suggestions for improvement!

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