Muallif
July 17, 2024
1997C# (C-Sharp) - .NET Framework platformasi uchun yaratilgan obyektga yo'naltirilgan dasturlash tili bo’lib, 2000-yilda A.Haylsberg va P.Goldelar tomonidan yaratilgan.
So'nggi yillarda Data Science (Ma'lumotlar Muxandisligi) sohasiga bo'lgan qiziqish ortmoqda. Bu soha zamonaviy sun'iy intellektning (AI) asosi sifatida ishlaydi va ma'lumotlarni tahlil qilish orqali foydali natijalar olishga qaratilgan. Ushbu maqolada, Data Science sohasiga qiziqqanlar uchun batafsil yo‘l xaritasini taqdim etamiz, shu bilan birga har bir qadamni qanday o‘rganish va qaysi manbalar bilan ishlash kerakligini ko‘rib chiqamiz.
Talab qilinadigan bilimlar:
Statistika: O‘rta qiymat, median, dispersiya, korrelyatsiya.
Ehtimollar nazariyasi: Bayes teoremasi, shartli ehtimollik, turli taqsimotlar.
Chiziqli algebra: Vektorlar, matrisalar.
Diskret matematika va ma'lumotlar tuzilmalari: To‘plamlar, stack, queue, graflar.
Matematik analiz: Hosila, integral.
Tavsiya etilgan manbalar:
Matematika maktab kursi: YouTube darslari
Khan Academy: O'zbek tilida darslar
Python: Bu umumiy maqsadli dasturlash tili bo‘lib, Data Science uchun turli kutubxonalar (NumPy, pandas, scikit-learn, TensorFlow) va frameworklarga ega.
R: Ma'lumotlar bilan ishlash, statistik tahlil uchun ishlatiladi.
Tavsiya etilgan manbalar:
Python dasturlash asoslari: python.sariq.dev
Tavsiya etilgan manbalar:
SQL darslari: Farkhod Dadajonov darslari
Tavsiya etilgan manbalar:
Git va GitHub: Saidbek Arislonov darslari
Tavsiya etilgan manbalar:
Pandas kutubxonasi: Pandas qo‘llanma
Tavsiya etilgan manbalar:
Matplotlib qo‘llanma: Matplotlib tutorial
Tavsiya etilgan manbalar:
Machine Learning by Andrew Ng: Coursera kursi
Tavsiya etilgan manbalar:
Deep Learning with Python: Manning Books
Tavsiya etilgan manbalar:
NLP kurslari: Coursera NLP Specialization
Ushbu yo‘l xaritasi yordamida siz Data Science sohasiga qadam qo‘yishingiz mumkin. Har bir qadamda kerakli bilimlarni o‘zlashtirib, keyinchalik murakkab texnologiyalarni o‘rganishni davom ettirish mumkin.
April 11, 2026
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April 11, 2026
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April 11, 2026
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April 11, 2026
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April 11, 2026
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April 11, 2026
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April 11, 2026
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