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Machine Learning

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Real Machine Learning — simple, practical, and built on experience. Learn step by step with clear explanations and working code. Admin: @HusseinSheikho || @Hussein_Sheikho

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Machine Learning (@machinelearning9) Ingliz til segmentidagi kanali faol ishtirokchi. Hozirda hamjamiyat 40 208 obunachidan iborat bo'lib, Texnologiyalar & Aralashmalar toifasida 3 344-o'rinni va Suriya mintaqasida 228-o'rinni egallagan.

📊 Auditoriya ko‘rsatkichlari va dinamika

невідомо sanasidan buyon loyiha tez o‘sib, 40 208 obunachiga ega bo‘ldi.

03 Iyul, 2026 dagi oxirgi ma’lumotlarga ko‘ra kanal barqaror faollikka ega. Oxirgi 30 kunda obunachilar soni 338 ga, so‘nggi 24 soatda esa 9 ga o‘zgardi va umumiy qamrov yuqori darajada qolmoqda.

  • Tasdiqlash holati: Tasdiqlanmagan
  • Jalb etish (ER): Auditoriya o‘rtacha 2.04% darajada jalb etiladi. Nashrdan keyingi dastlabki 24 soatda kontent odatda umumiy obunachilar sonining 2.42% ini tashkil etuvchi reaksiyalarni to‘playdi.
  • Post qamrovi: Har bir post o‘rtacha 822 marta ko‘riladi; birinchi sutkada odatda 973 ta ko‘rish yig‘iladi.
  • Reaksiyalar va o‘zaro ta’sir: Auditoriya faol: har bir postga o‘rtacha 3 ta reaksiya keladi.
  • Tematik yo‘nalishlar: Kontent distance, insidead, gpu, learning, degree kabi asosiy mavzularga jamlangan.

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Muallif resursni shaxsiy fikrni ifoda etish maydoni sifatida ta’riflaydi:
Real Machine Learning — simple, practical, and built on experience. Learn step by step with clear explanations and working code. Admin: @HusseinSheikho || @Hussein_Sheikho

Yuqori yangilanish chastotasi (oxirgi ma’lumot 04 Iyul, 2026 da olingan) sababli kanal doimo dolzarb va katta qamrovli bo‘lib qoladi. Analitika auditoriya kontent bilan faol hamkorlik qilishini, uni Texnologiyalar & Aralashmalar toifasidagi muhim ta’sir nuqtasiga aylantirishini ko‘rsatadi.

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Postlar arxiv
📌 How to Handle Imbalanced Datasets in Machine Learning Projects 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-03 | ⏱️ Read tim
📌 How to Handle Imbalanced Datasets in Machine Learning Projects 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-03 | ⏱️ Read time: 10 min read Techniques to handle imbalanced datasets, examples, and Python snippets

📌 Efficient Testing of ETL Pipelines with Python 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-10-03 | ⏱️ Read time: 11 min re
📌 Efficient Testing of ETL Pipelines with Python 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-10-03 | ⏱️ Read time: 11 min read How to Instantly Detect Data Quality Issues and Identify their Causes

📌 Exploring How the New OpenAI Realtime API Simplifies Voice Agent Flows 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-
📌 Exploring How the New OpenAI Realtime API Simplifies Voice Agent Flows 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-03 | ⏱️ Read time: 9 min read Setting up a Voice Agent using Twilio and the OpenAI Realtime API

📌 How to succeed with AI: Combining Kafka and AI Guardrails 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-03 | ⏱️ Read time: 5
📌 How to succeed with AI: Combining Kafka and AI Guardrails 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-03 | ⏱️ Read time: 5 min read Why real-time data and governance are non-negotiable for AI

📌 Graph RAG, Automated Prompt Engineering, Agent Frameworks, and Other September Must-Reads 🗂 Category: DATA SCIENCE 🕒 Dat
📌 Graph RAG, Automated Prompt Engineering, Agent Frameworks, and Other September Must-Reads 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-03 | ⏱️ Read time: 4 min read The stories that resonated the most with our community in the past month

📌 Who Really Owns the Airbnbs You’re Booking? – Marketing Perception vs Data Analytics Reality 🗂 Category: DATA SCIENCE 🕒
📌 Who Really Owns the Airbnbs You’re Booking? – Marketing Perception vs Data Analytics Reality 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-03 | ⏱️ Read time: 9 min read Over the last 20 years, Airbnb has spent billions on brand building as the authentic,…

📌 What You Need to Know Before Switching to a Data Science Career in 2024 🗂 Category: CAREER ADVICE 🕒 Date: 2024-10-03 | ⏱
📌 What You Need to Know Before Switching to a Data Science Career in 2024 🗂 Category: CAREER ADVICE 🕒 Date: 2024-10-03 | ⏱️ Read time: 13 min read How the market has changed (and the roadmap I’d follow if I started my journey…

📌 Data Architecture: Lessons Learned 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-10-04 | ⏱️ Read time: 13 min read Three imp
📌 Data Architecture: Lessons Learned 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-10-04 | ⏱️ Read time: 13 min read Three important lessons I have learned on my journey as data engineer and architect

📌 Stop Guessing and Measure Your RAG System to Drive Real Improvements 🗂 Category: 🕒 Date: 2024-10-04 | ⏱️ Read time: 30 m
📌 Stop Guessing and Measure Your RAG System to Drive Real Improvements 🗂 Category: 🕒 Date: 2024-10-04 | ⏱️ Read time: 30 min read Key metrics and techniques to elevate your retrieval-augmented generation performance

📌 Advanced Techniques in Lying using Data Visualizations 🗂 Category: DATA VISUALIZATION 🕒 Date: 2024-10-04 | ⏱️ Read time:
📌 Advanced Techniques in Lying using Data Visualizations 🗂 Category: DATA VISUALIZATION 🕒 Date: 2024-10-04 | ⏱️ Read time: 11 min read Discover the power of chart design to manipulate an audience, whatever the narrative

📌 Dynamic GitHub Pages – Panel (pyodide-worker) 🗂 Category: PROGRAMMING 🕒 Date: 2024-10-04 | ⏱️ Read time: 12 min read How
📌 Dynamic GitHub Pages – Panel (pyodide-worker) 🗂 Category: PROGRAMMING 🕒 Date: 2024-10-04 | ⏱️ Read time: 12 min read How do you create a dynamic and client-side GitHub Pages ? The first stone in an…

📌 Four Takeaways from a 5-Year Journey 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-04 | ⏱️ Read time: 6 min read N
📌 Four Takeaways from a 5-Year Journey 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-04 | ⏱️ Read time: 6 min read Navigating the post-graduation learnings

📌 Running visibility analysis in QGIS 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-04 | ⏱️ Read time: 10 min read One of my al
📌 Running visibility analysis in QGIS 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-04 | ⏱️ Read time: 10 min read One of my all-time favourite types of spatial analysis is visibility analysis. It’s a really…

📌 Prompt Caching in LLMs: Intuition 🗂 Category: DEEP LEARNING 🕒 Date: 2024-10-04 | ⏱️ Read time: 4 min read A brief tour o
📌 Prompt Caching in LLMs: Intuition 🗂 Category: DEEP LEARNING 🕒 Date: 2024-10-04 | ⏱️ Read time: 4 min read A brief tour of how caching works in attention-based models

📌 Making Text Data AI-Ready 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-04 | ⏱️ Read time: 8 min read An introduct
📌 Making Text Data AI-Ready 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-04 | ⏱️ Read time: 8 min read An introduction using no-code solutions

📌 AI-Powered Corrosion Detection for Industrial Equipment: A Scalable Approach with AWS 🗂 Category: DATA SCIENCE 🕒 Date: 2
📌 AI-Powered Corrosion Detection for Industrial Equipment: A Scalable Approach with AWS 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-05 | ⏱️ Read time: 6 min read A Complete AWS ML Solution with SageMaker, Lambda, and API Gateway

📌 5 Amazing Plugins for an Eye-Catching Visual Studio Code UI 🗂 Category: PROGRAMMING 🕒 Date: 2024-10-05 | ⏱️ Read time: 7
📌 5 Amazing Plugins for an Eye-Catching Visual Studio Code UI 🗂 Category: PROGRAMMING 🕒 Date: 2024-10-05 | ⏱️ Read time: 7 min read Make your code shine by transforming the IDE into a stunning coding environment

📌 What Clients Really Ask for in AI Projects 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-09-27 | ⏱️ Read time: 7 min
📌 What Clients Really Ask for in AI Projects 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-09-27 | ⏱️ Read time: 7 min read Managing AI projects is no walk in the park, but you have the power to…

📌 Learning Triton One Kernel At a Time: Vector Addition 🗂 Category: DEEP LEARNING 🕒 Date: 2025-09-27 | ⏱️ Read time: 9 min
📌 Learning Triton One Kernel At a Time: Vector Addition 🗂 Category: DEEP LEARNING 🕒 Date: 2025-09-27 | ⏱️ Read time: 9 min read The basics of GPU programming, optimisation, and your first Triton kernel

📌 RAG 101: Chunking Strategies 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-10-05 | ⏱️ Read time: 13 min read Why, When, and
📌 RAG 101: Chunking Strategies 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-10-05 | ⏱️ Read time: 13 min read Why, When, and How to chunk for enhanced RAG. Build intuition to develop chunking strategies.