Xamidullo Xudoyberdiyev
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OpenAI launched a Free AI Academy. ๐ŸŽ“

11 courses to level up:

โ†’ Prompt engineering
โ†’ Reasoning with ChatGPT
โ†’ Data analysis
โ†’ Coding, writing, search and more.

Great for beginners and curious tinkerers! ๐Ÿ”ฅ

Check it out here.

@aipost ๐Ÿด
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Forwarded from Data Science
๐Ÿ“– Top 10 Database Scaling Techniques You Should Know:

1. ๐ˆ๐ง๐๐ž๐ฑ๐ข๐ง๐ : Create indexes on frequently queried columns to speed up data retrieval.

2. ๐•๐ž๐ซ๐ญ๐ข๐œ๐š๐ฅ ๐’๐œ๐š๐ฅ๐ข๐ง๐ : Upgrade your database server by adding more CPU, RAM, or storage to handle increased load.

3. ๐‚๐š๐œ๐ก๐ข๐ง๐ : Store frequently accessed data in-memory (e.g., Redis, Memcached) to reduce database load and improve response time.

4. ๐’๐ก๐š๐ซ๐๐ข๐ง๐ : Distribute data across multiple servers by splitting the database into smaller, independent shards, allowing for horizontal scaling and improved performance.

5. ๐‘๐ž๐ฉ๐ฅ๐ข๐œ๐š๐ญ๐ข๐จ๐ง: Create multiple copies (replicas) of the database across different servers, enabling read queries to be distributed across replicas and improving availability.

6. ๐๐ฎ๐ž๐ซ๐ฒ ๐Ž๐ฉ๐ญ๐ข๐ฆ๐ข๐ณ๐š๐ญ๐ข๐จ๐ง: Fine-tune SQL queries, eliminate expensive operations, and leverage indexes effectively to improve execution speed and reduce database load.

7. ๐‚๐จ๐ง๐ง๐ž๐œ๐ญ๐ข๐จ๐ง ๐๐จ๐จ๐ฅ๐ข๐ง๐ : Reduce the overhead of opening/closing database connections by reusing existing ones, improving performance under heavy traffic.

8. ๐•๐ž๐ซ๐ญ๐ข๐œ๐š๐ฅ ๐๐š๐ซ๐ญ๐ข๐ญ๐ข๐จ๐ง๐ข๐ง๐ : Split large tables into smaller, more manageable parts (partitions), each containing a subset of the columns/features from the original table.

9. ๐ƒ๐ž๐ง๐จ๐ซ๐ฆ๐š๐ฅ๐ข๐ณ๐š๐ญ๐ข๐จ๐ง: Store data in a redundant but structured format to minimize complex joins and speed up read-heavy workloads.

10. ๐Œ๐š๐ญ๐ž๐ซ๐ข๐š๐ฅ๐ข๐ณ๐ž๐ ๐•๐ข๐ž๐ฐ๐ฌ: Pre-compute and store results of complex queries as separate tables to avoid expensive recalculation, reducing database load and improving response times.
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Keyingi Ramazonga Yetkazsin!

Ushbu duoning ahamiyatini vaqt oสปtgani sari tushunib boraverar ekansiz. Bu kunlarga kimlar yetdi, kimlar yetmadi.

Kirib kelayotgan Xayit bayrami barchaga muborak boสปlsin! Keyingi Ramazonga Yetkazsin!
๐ŸŽ‰15
Most people use Claude Code like a search bar.

They type a prompt. Get an answer. Move on.
Thatโ€™s 0 leverage. Fine for small tasks.

But there are 5 levels:
Prompt -> Skill -> Skill Chain -> Agent -> Agent Team

Each level compounds.
2x -> 5x -> 10x -> 20x -> 50x.

By level 5, you have 4 agents running in parallel โ€” finding leads, drafting emails, monitoring replies, booking calls.

Same tool. Wildly different results.

Comment โ€œLEVELSโ€ and Iโ€™ll send you the full breakdown.
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Forwarded from Aziz Rahimov
Daromad koโ€™payganidan keyin, puldorlarning aksariga hurmatingiz kamayadi.

Obunchalilar koโ€™payganidan keyin, mashhurlarning aksariga hurmatingiz kamayadi.

Ilmiy ish qila boshlasangiz, professorlarning aksariga hurmatingiz kamayadi.

Mansab zinalaridan chiqa boshlasangiz, rahbarlarning aksariga hurmatingiz kamayadi.

Bir tarafdan tushunarli.

Odam oโ€™zida yoโ€™q narsaga koโ€™proq qoyil qoladi.

Boshqa tarafdan, yuqoridagi yutuqlar, oddiy ishlar + omadning natijasi ekanligini tushuna boshlaysiz.

Bitta holat bundan mustasno ekan.

Nafsingiz bilan kurash koโ€™payganidan keyin, nafsidan gโ€™olib kelganlarga hurmatingiz kamayib qolmaydi. Koโ€™payib boradi.

Jarayonga kirishmaguncha bu ishni oddiy deb oโ€™ylagan edingiz.

Kirishganingizdan keyin, oddiy ko'ringan odamlarning buyukligi bilinib qoladi.
๐Ÿ”ฅ4โค1๐Ÿณ1
Forwarded from Khamidulla Inoyatov
Boshida Claude Code menga juda yoqdi.

Bir laxzaga bu yechimdek tuyuldi: zerikarli ishlarni AI ga beraman, oโ€˜zim esa arxitektura, qarorlar va haqiqiy engineering bilan shugโ€˜ullanaman. Ishlash tezlashadi. Kamroq charchoq. Yaxshiroq natija.

Keyin esa reallik oโ€™zini koโ€™rsatdi.

Claude Code qatโ€™iy process boโ€˜yicha ishlaydigan tizim emas. Baโ€™zida qadam tashlab ketadi. Baโ€™zida taxmin qiladi. Eng qiyini xatolar emas, balki oldindan bilib boโ€˜lmaydigan natija. Men undan (deterministic) narsa kutgandim, lekin u unday ishlamaydi.

Hozir yana biroz optimistikman, faqat endi kutgan narsam boshqacha.

Claude Code workflow engine emas. U (probabilistic) yordamchi: baโ€™zida qoyil qoldiradi, baโ€™zida asabni buzadi, lekin baribir foydali. Masala uning fikrini toโ€˜liq boshqarishda emas, balki atrofiga guardrail qoโ€˜yib, kuchli joyida ishlatishda ekan.

Kamroq sehr. Koโ€˜proq chegara. Yaxshiroq natija.

@khamidulla_inoyatov
๐Ÿ‘2
โ€ข Oracle Cloud - 4 ARM Ampere A1 VMs (24GB RAM total) OR 2 AMD micros, indefinite. most generous, hobby-usable.
โ€ข GCP - 1 e2-micro (0.25 vCPU, 1GB RAM), US-only, indefinite
โ€ข AWS / Azure - 12mo trials, AWS recently switched to 6mo credits for new accounts

oracle's the only real always-free option for actual workloads.

source: https://cloud-free-tier-2026.vercel.app/
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Forwarded from Dr. Algorithm
1 oy tekin ekan.

๐Ÿง‘โ€๐Ÿ’ป https://bytebytego.com

Assalomu alaykum doโ€˜stlar,
Nodirjonga rahmat. Dasturlash boโ€˜yicha foydali kitoblarni tekinga oโ€˜qish imkonini tavsiya etdilar.

Ishga kirishga tayyorlanayotganlar uchun foydali manba ekan.


Sizga ham ulashgim keldi.

30.04.2026 Toshkent
@DrAlgorithm
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