Data Scientist — ma'lumotlar yangi neft

"Data is the new oil." Har kompaniya ma'lumotlardan foyda olishni xohlaydi. Data Scientist — bu o'zgarishlarning muhandisi. AI bilan ish 5x tezroq.

1. Data Scientist nima qiladi?

• Ma'lumotlarni to'plash va tozalash
• Tahlil va vizualizatsiya
• Statistika va A/B test
• Bashorat modellari (ML)
• Biznes uchun insightlar

2. Data Analyst vs Data Scientist vs ML Engineer

• Data Analyst — o'tmish ma'lumotini tahlil (SQL, Excel, Tableau)
• Data Scientist — kelajakni bashorat (ML, statistika)
• ML Engineer — modellarni production'ga (mengeering)

3. Maoshlar

• Data Analyst (Toshkent) — $800-$2000/oy
• Data Scientist (Toshkent) — $2000-$5000/oy
• Remote AQSh — $4000-$15000/oy
• Senior remote — $20K+/oy

4. Texnik talablar

• Python — Pandas, NumPy, Scikit-learn
• SQL — har kuni ishlatasiz
• Statistika — gipoteza testi, regressiya
• Vizualizatsiya — Matplotlib, Seaborn, Plotly
• Tableau / Power BI — biznes dashboard
• Excel — hech qachon o'lmaydi

5. AI bilan kuchaygan ish

ChatGPT/Claude'ga ma'lumotlar yuklab, tahlil qilish — yangi norma. AI sizga insight beradi, siz tasdiqlaysiz va biznesga taqdim qilasiz.

6. 12 oylik o'rganish reja

• 1-3 oy: Python + SQL asoslari
• 4-6 oy: Statistika + Pandas + Vizualizatsiya
• 7-9 oy: Mashinaviy o'rganish (ML)
• 10-12 oy: Loyihalar + portfolio + ish izlash

7. Bepul kurslar

• Kaggle Learn — bepul micro-kurs
• DataCamp — 1 oy bepul (sinov)
• Google Data Analytics — Coursera
• StatQuest — YouTube
• Mohirdev.uz — o'zbek tilida

8. Portfolio loyihalari

1. Toshkent uy-joy narxlari tahlili
2. Pandemiyaning sotuvga ta'siri
3. O'zbek auditoriyasi sentiment (ijtimoiy media)
4. Sport o'yinlari natijalarini bashorat
5. Mijozlar churn prediction

9. O'zbekistondagi ish bozori

• Banklar (Anor, Kapital, Hamkor)
• Uzum, Olcha, OOO marketplace'lar
• Click, Payme — fintech
• Telekom (Beeline, Mobiuz)
• Davlat (CRA, Statistika qo'mitasi)

10. Sertifikatlar

• Google Data Analytics Professional
• IBM Data Science Professional
• Microsoft Certified: Data Analyst Associate
• Tableau Desktop Certified

Salom AI bilan boshlash — bepul →