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Machine Learning

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.

📝 Tavsif va kontent siyosati

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
📌 Journey of an unlikely entrepreneur 🗂 Category: 🕒 Date: 2024-10-01 | ⏱️ Read time: 10 min read Developing an oceanograph
📌 Journey of an unlikely entrepreneur 🗂 Category: 🕒 Date: 2024-10-01 | ⏱️ Read time: 10 min read Developing an oceanographic application for big game fishing

📌 My 7 Sources of Income as a Data Scientist 🗂 Category: CODING 🕒 Date: 2024-10-01 | ⏱️ Read time: 8 min read All the ways
📌 My 7 Sources of Income as a Data Scientist 🗂 Category: CODING 🕒 Date: 2024-10-01 | ⏱️ Read time: 8 min read All the ways I make money as a practising data scientist

📌 Under-trained and Unused tokens in Large Language Models 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-01 | ⏱️ Rea
📌 Under-trained and Unused tokens in Large Language Models 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-01 | ⏱️ Read time: 8 min read Existence of under-trained and unused tokens and Identification Techniques using GPT-2 Small as an Example

📌 P-Companion: Amazon’s Principled Framework for Diversified Complementary Product Recommendation 🗂 Category: ARTIFICIAL IN
📌 P-Companion: Amazon’s Principled Framework for Diversified Complementary Product Recommendation 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-01 | ⏱️ Read time: 12 min read A Deep Dive into Amazon’s Complementary Product Recommendation Framework

📌 Beyond the Hype: When Generative AI Isn’t Always the Answer 🗂 Category: 🕒 Date: 2024-10-01 | ⏱️ Read time: 9 min read Wh
📌 Beyond the Hype: When Generative AI Isn’t Always the Answer 🗂 Category: 🕒 Date: 2024-10-01 | ⏱️ Read time: 9 min read Why predictive AI might still be your best bet

📌 Statistical Analysis on Scoring Bias 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-01 | ⏱️ Read time: 22 min read In the 2024
📌 Statistical Analysis on Scoring Bias 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-01 | ⏱️ Read time: 22 min read In the 2024 Argentine Tango World Championship

📌 TSV in Pandas: A How-To Guide 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-01 | ⏱️ Read time: 6 min read The Correct Way of
📌 TSV in Pandas: A How-To Guide 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-01 | ⏱️ Read time: 6 min read The Correct Way of Loading and Writing TSV Files with Pandas

📌 Could Conversational AI-Driven Data Analytics Finally Solve the Data Democratization Riddle? 🗂 Category: ARTIFICIAL INTEL
📌 Could Conversational AI-Driven Data Analytics Finally Solve the Data Democratization Riddle? 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-01 | ⏱️ Read time: 8 min read A Data Leader’s Realistic Assessment

📌 Finding My AI Coding Assistant: Why Codeium Wins Over Copilot 🗂 Category: CODING 🕒 Date: 2024-10-01 | ⏱️ Read time: 11 m
📌 Finding My AI Coding Assistant: Why Codeium Wins Over Copilot 🗂 Category: CODING 🕒 Date: 2024-10-01 | ⏱️ Read time: 11 min read It’s easy to install, it’s context-aware, and it’s free. For me, it beats Copilot.

📌 Geographic Position Encoders 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-10-01 | ⏱️ Read time: 12 min read Understanding m
📌 Geographic Position Encoders 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-10-01 | ⏱️ Read time: 12 min read Understanding modern techniques for encoding geographic coordinates in a neural network

📌 How to Calculate a Moving Average Over Multiple Periods in DAX 🗂 Category: 🕒 Date: 2024-10-01 | ⏱️ Read time: 7 min read
📌 How to Calculate a Moving Average Over Multiple Periods in DAX 🗂 Category: 🕒 Date: 2024-10-01 | ⏱️ Read time: 7 min read Calculating a moving Aggregation is easy in DAX. However, there are some pitfalls when calculating…

📌 Consent in Training AI 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-02 | ⏱️ Read time: 12 min read Should you hav
📌 Consent in Training AI 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-02 | ⏱️ Read time: 12 min read Should you have control over whether information about you gets used in training generative AI?

📌 The Comprehensive Guide to Training and Running YOLOv8 Models on Custom Datasets 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 D
📌 The Comprehensive Guide to Training and Running YOLOv8 Models on Custom Datasets 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-02 | ⏱️ Read time: 18 min read It’s now easier than ever to train your own computer vision models on custom datasets…

📌 Eulerian Melodies: Graph Algorithms for Music Composition 🗂 Category: GRAPH THEORY 🕒 Date: 2025-09-28 | ⏱️ Read time: 15
📌 Eulerian Melodies: Graph Algorithms for Music Composition 🗂 Category: GRAPH THEORY 🕒 Date: 2025-09-28 | ⏱️ Read time: 15 min read Conceptual overview and an end-to-end Python implementation

📌 How to Stay Relevant as a Software Developer 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-02 | ⏱️ Read time: 6 mi
📌 How to Stay Relevant as a Software Developer 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-02 | ⏱️ Read time: 6 min read We’re Drowning in AI… Now What?

📌 Three Steps to Identify Your Business’s Silver Bullets for Success 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-02 | ⏱️ Read
📌 Three Steps to Identify Your Business’s Silver Bullets for Success 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-02 | ⏱️ Read time: 6 min read Discover how identifying early customer behaviors can predict long-term retention and increase revenue for your…

📌 What Makes a True AI Agent? Rethinking the Pursuit of Autonomy 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-02 |
📌 What Makes a True AI Agent? Rethinking the Pursuit of Autonomy 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-02 | ⏱️ Read time: 14 min read Unpacking the six core traits of AI agents and why foundations matter more than buzzwords

📌 Time Complexity Analysis of Perfect Binary Tree Traversal 🗂 Category: MATHEMATICS 🕒 Date: 2024-10-03 | ⏱️ Read time: 34
📌 Time Complexity Analysis of Perfect Binary Tree Traversal 🗂 Category: MATHEMATICS 🕒 Date: 2024-10-03 | ⏱️ Read time: 34 min read Deriving the tightest asymptotic bound of a particular tree traversal algorithm

📌 Time Series – ARIMA vs. SARIMA vs. LSTM: Hands-On Tutorial 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-03 | ⏱️ Read time: 1
📌 Time Series – ARIMA vs. SARIMA vs. LSTM: Hands-On Tutorial 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-03 | ⏱️ Read time: 16 min read Let’s forecast the future step by step

📌 How to Calculate the Elasticity of Bids in PPC Marketing 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-03 | ⏱️ Read time: 10
📌 How to Calculate the Elasticity of Bids in PPC Marketing 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-03 | ⏱️ Read time: 10 min read Elasticity of prices is the bread and butter of econometrics. But, how can we apply…