AI/ML Engineer bo'lish — 2 yillik real reja

AI Engineer — eng yuqori maoshli kasblardan biri. Texnik tomondan murakkab, lekin O'zbekistondan ham erishiladi. Quyidagi yo'l xaritasi 2 yillik tizimli reja.

1. AI Engineer kim?

• AI modellari quradi va o'qitadi
• Mahsulotga AI integratsiya qiladi
• Algoritm va matematika ishlatadi
• Big data bilan ishlaydi
• Production'ga deploy qiladi

2. Maoshlar

• Junior AI Engineer (AQSh) — $130K-$180K/yil
• Senior (AQSh) — $200K-$500K/yil
• Remote (O'zbekistondan) — $3K-$15K/oy
• Mahalliy (Toshkent) — $1500-$5000/oy

3. Asosiy talablar

• Python (asosiy til)
• Matematika — chiziqli algebra, ehtimollar, statistika, kalkulyus
• Algoritm va ma'lumotlar tuzilmasi
• Mashinaviy o'rganish (ML)
• Chuqur o'rganish (DL) — neyron tarmoq
• NLP, Computer Vision (sohaga qarab)
• Cloud (AWS/GCP/Azure)
• SQL, Git, Linux

4. 2 yillik reja

0-3 oy: Asoslar

• Python (Codecademy, Mohirdev.uz)
• Matematika (Khan Academy)
• SQL — bepul kurslar
• Git va GitHub

4-9 oy: ML asoslari

• Andrew Ng "Machine Learning" — Coursera (asosiy)
• Hands-On ML — Aurelien Geron (kitob)
• Scikit-learn, Pandas, NumPy
• 3-5 ta loyiha (Kaggle competitions)

10-15 oy: Deep Learning

• Deep Learning Specialization — Coursera
• PyTorch yoki TensorFlow
• NLP yoki Computer Vision (1 ta tanlang)
• 5+ portfolio loyiha

16-24 oy: Production va ish

• MLOps — Docker, Kubernetes
• Cloud sertifikatsiya (AWS ML)
• Open-source contribution
• Portfolio sayt
• Ish qidirish — LinkedIn, Upwork

5. Eng yaxshi bepul resurslar

• fast.ai — Jeremy Howard kursi
• Andrew Ng kurslari — Coursera (auditorial bepul)
• Kaggle Learn — bepul micro-kurs
• 3Blue1Brown — YouTube matematika
• Hugging Face Course — Transformers

6. To'lovli kurslar (vaqtni tejaydi)

• Coursera AI Specializations — $39/oy
• Udacity Nanodegree — $400/oy
• Mohirdev — o'zbek tilida
• Stepik — rus tilida

7. Loyiha g'oyalari (portfolio)

1. O'zbek tilida sentiment analysis
2. Image classification (paxtaning kasalligini aniqlash)
3. Yuz tanish tizimi
4. O'zbek tilida chatbot
5. Mahalliy yangiliklar tahlili
6. Bashorat qilish (sotuv, narx)

8. Mutaxassisliklar

• NLP Engineer — matn, til
• Computer Vision Engineer — rasm, video
• MLOps Engineer — production
• Data Scientist — tahlil
• Research Scientist — yangi metod

9. O'zbekistonda ish topish

• IT Park — startaplar
• Beeline, Click, Payme — yirik kompaniyalar
• OOO uMARKET — Uzum'ning AI jamoasi
• Remote — Upwork, Toptal

10. Sertifikatlar

• AWS Certified Machine Learning
• Google Professional ML Engineer
• TensorFlow Developer
• Microsoft Azure AI Engineer

Salom AI bilan boshlash — bepul →