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Prompt muhandisligi yo'l xaritasi

2026-yilda Prompt Engineering'ni o'rganish uchun bosqichma-bosqich qo'llanma

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Prompt Engineering
Tegishli yo'l xaritalari
  • AI Engineer
  • AI va Data Scientist
  • MLOps yo'l xaritasi
  • AI Red Teaming
  • Prompt Engineering
Kirish
LLM'lar qanday ishlaydi?
Prompt nima?
Prompt Engineering nima?
____ taklif etadigan modellar
OpenAI
Google
Anthropic
Meta
xAI
Asosiy atamalar
LLM
Token'lar
Context Window
Hallucination
Model Weights / Parameters
Fine-tuning va prompt engg.
RAG
Agents
Prompt Injection
AI va AGI
LLM Configuration
Sampling Parameters
Temperature
Top-K
Top-P
Output Control
Max Tokens
Stop Sequences
Repetition Penalties
Frequency Penalty
Presence Penalty
Structured Outputs
Prompting usullari
Zero-Shot Prompting
One-shot va few-shot prompting
System Prompting
Role Prompting
Contextual Prompting
System / Role / Contextual
Step-back Prompting
Chain of Thought (CoT) Prompting
Self-Consistency Prompting
Tree of Thoughts (ToT) Prompting
ReAct Prompting
Automatic Prompt Engineering
LLM yordamida prompt yaratish
AI Red Teaming
AI Red Teaming yo'l xaritasi
Prompting Best Practices
— Kerakli tuzilma yoki natija uslubi uchun few-shot misollar bering
— Prompt'laringizni qisqa va lo'nda yozing
— Cheklov qo'shishdan ko'ra aniqroq ko'rsatma berishni afzal ko'ring
— Natijaning maksimal uzunligini nazorat qiling
— Oson sozlash uchun prompt'larda o'zgaruvchi / placeholder'lardan foydalaning
— Turli input format'lari va yozish uslublarini sinab ko'ring
— Determinism yoki ijodkorlik uchun sampling'ni sozlang (temperature, top-k, top-p)
— Prompt injection'dan himoyalaning; foydalanuvchi matnini sanitize qiling
— Evaluation'ni avtomatlashtiring; natijalar uchun unit test'lar qo'shing
— Prompt versiyalarini hujjatlashtiring va kuzatib boring
— Production pipeline'larda latency va xarajatni optimallashtiring
— Qaror, xato va saboqlarni keyingi dasturchilar uchun hujjatlashtiring
— Turli bo'limlarni uchta backtick yoki XML teglari bilan ajrating
— Foyda bersa, structured output so'rang: JSON, XML, Markdown, CSV va h.k.
Prompt Debiasing
Prompt Ensembling
LLM Self Evaluation
Calibrating LLMs
Reliability'ni oshirish
Quyidagi yo'l xaritalari bilan o'rganishni davom ettiring
AI Engineer yo'l xaritasi
AI Agents yo'l xaritasi
Ushbu yo'l xaritasining batafsil versiyasini va boshqa shunga o'xshash yo'l xaritalarini toping
roadmap.sh
Prompt Tuning

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roadmap.sh

Barcha kontent roadmap.sh loyihasidan olingan (© Kamran Ahmed) va shaxsiy o'rganish uchun o'zbek tiliga tarjima qilinmoqda.

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