Salom AIAI/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.
Reklama
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)
- O'zbek tilida sentiment analysis
- Image classification (paxtaning kasalligini aniqlash)
- Yuz tanish tizimi
- O'zbek tilida chatbot
- Mahalliy yangiliklar tahlili
- 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
💡 Maslahat: AI Engineer bo'lish 2 yil ish — lekin har kuni 2 soat. Davom etish — hammasi.
