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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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📈 Telegram kanali Machine Learning analitikasi

Machine Learning (@machinelearning9) Ingliz til segmentidagi kanali faol ishtirokchi. Hozirda hamjamiyat 40 229 obunachidan iborat bo'lib, Texnologiyalar & Aralashmalar toifasida 3 336-o'rinni va Suriya mintaqasida 227-o'rinni egallagan.

📊 Auditoriya ko‘rsatkichlari va dinamika

невідомо sanasidan buyon loyiha tez o‘sib, 40 229 obunachiga ega bo‘ldi.

04 Iyul, 2026 dagi oxirgi ma’lumotlarga ko‘ra kanal barqaror faollikka ega. Oxirgi 30 kunda obunachilar soni 343 ga, so‘nggi 24 soatda esa 16 ga o‘zgardi va umumiy qamrov yuqori darajada qolmoqda.

  • Tasdiqlash holati: Tasdiqlanmagan
  • Jalb etish (ER): Auditoriya o‘rtacha 1.92% darajada jalb etiladi. Nashrdan keyingi dastlabki 24 soatda kontent odatda umumiy obunachilar sonining 1.89% ini tashkil etuvchi reaksiyalarni to‘playdi.
  • Post qamrovi: Har bir post o‘rtacha 771 marta ko‘riladi; birinchi sutkada odatda 761 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 05 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
📌 Building a PubMed Dataset 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-10-31 | ⏱️ Read time: 6 min read Step-by-Step Instru
📌 Building a PubMed Dataset 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-10-31 | ⏱️ Read time: 6 min read Step-by-Step Instructions for Constructing a Dataset of PubMed-Listed Publications on Cardiovascular Disease Research

📌 Minimum Viable MLE 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-31 | ⏱️ Read time: 8 min read Building a minimal production-
📌 Minimum Viable MLE 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-31 | ⏱️ Read time: 8 min read Building a minimal production-ready sentiment analysis model

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📌 Les Miserables Social Network Analysis Using Marimo Notebooks and the NetworkX Python library 🗂 Category: DATA SCIENCE 🕒
📌 Les Miserables Social Network Analysis Using Marimo Notebooks and the NetworkX Python library 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-31 | ⏱️ Read time: 16 min read Build a Marimo notebook using NetworkX Python library, uncovering the hidden structures in Victor Hugo’s…

📌 How To Specialize In Data Science / Machine Learning 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-31 | ⏱️ Read ti
📌 How To Specialize In Data Science / Machine Learning 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-31 | ⏱️ Read time: 8 min read Is it better to be a generalist or specialist?

📌 LLM Evaluation, AI Side Projects, User-Friendly Data Tables, and Other October Must-Reads 🗂 Category: DATA SCIENCE 🕒 Dat
📌 LLM Evaluation, AI Side Projects, User-Friendly Data Tables, and Other October Must-Reads 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-31 | ⏱️ Read time: 4 min read The stories that resonated the most with our community in the past month

📌 How I Improved My Productivity as a Data Scientist with Two Small Habits 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-31 | ⏱
📌 How I Improved My Productivity as a Data Scientist with Two Small Habits 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-31 | ⏱️ Read time: 8 min read How to incorporate these habits into your daily routine

📌 The Savant Syndrome: Is Pattern Recognition Equivalent to Intelligence? 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024
📌 The Savant Syndrome: Is Pattern Recognition Equivalent to Intelligence? 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-31 | ⏱️ Read time: 15 min read Exploring the limits of artificial intelligence: why mastering patterns may not equal genuine reasoning

📌 Game Theory, Part 2 – Nice Guys Finished First 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-31 | ⏱️ Read time: 8 min read It
📌 Game Theory, Part 2 – Nice Guys Finished First 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-31 | ⏱️ Read time: 8 min read Iterated Prisoner’s Dilemma Shows Nice Guys Can Finish First

📌 TIME-MOE: Billion-Scale Time Series Foundation Model with Mixture-of-Experts 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date:
📌 TIME-MOE: Billion-Scale Time Series Foundation Model with Mixture-of-Experts 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-31 | ⏱️ Read time: 9 min read And open-source as well!

📌 Awesome Plotly with Code Series (Part 3): Highlighting Bars in the Long Tails 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-0
📌 Awesome Plotly with Code Series (Part 3): Highlighting Bars in the Long Tails 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-01 | ⏱️ Read time: 7 min read Who said that the longer tails are not important? Let’s give them a proper way…

📌 On the Programmability of AWS Trainium and Inferentia 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-01 | ⏱️ Read t
📌 On the Programmability of AWS Trainium and Inferentia 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-01 | ⏱️ Read time: 14 min read Accelerating AI/ML Model Training with Custom Operators – Part 4

📌 Build and Deploy a Multi-File RAG App to the Web 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-01 | ⏱️ Read time: 10 min read
📌 Build and Deploy a Multi-File RAG App to the Web 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-01 | ⏱️ Read time: 10 min read Part 2 – Deploying to the web using Hugging Face Spaces

📌 Multimodal AI Search for Business Applications 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-01 | ⏱️ Read time: 19
📌 Multimodal AI Search for Business Applications 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-01 | ⏱️ Read time: 19 min read Enabling businesses to extract real value from their data

📌 Choosing and Implementing Hugging Face Models 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-11-01 | ⏱️ Read time: 10 min rea
📌 Choosing and Implementing Hugging Face Models 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-11-01 | ⏱️ Read time: 10 min read Pulling pre-trained models out of the box for your use case

📌 Unpopular Opinion: It’s Harder Than Ever to Be a Good Data Scientist 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-01 | ⏱️ Re
📌 Unpopular Opinion: It’s Harder Than Ever to Be a Good Data Scientist 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-01 | ⏱️ Read time: 32 min read What working as a data scientist at various companies and industries over the past 6+…

📌 Unsupervised LLM Evaluations 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-11-02 | ⏱️ Read time: 14 min read Practitioners g
📌 Unsupervised LLM Evaluations 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-11-02 | ⏱️ Read time: 14 min read Practitioners guide to judging outputs of large language models

📌 MOIRAI-MOE: Upgrading MOIRAI with Mixture-of-Experts for Enhanced Forecasting 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date
📌 MOIRAI-MOE: Upgrading MOIRAI with Mixture-of-Experts for Enhanced Forecasting 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-02 | ⏱️ Read time: 10 min read The popular foundation time-series model just got an update!

📌 A Simple Example Using PCA for Outlier Detection 🗂 Category: 🕒 Date: 2024-11-02 | ⏱️ Read time: 24 min read Improve accu
📌 A Simple Example Using PCA for Outlier Detection 🗂 Category: 🕒 Date: 2024-11-02 | ⏱️ Read time: 24 min read Improve accuracy, speed, and memory usage by performing PCA transformation before outlier detection

📌 Should you learn how to code in the next decade? 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-02 | ⏱️ Read time:
📌 Should you learn how to code in the next decade? 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-02 | ⏱️ Read time: 7 min read Or will AI eat up all the software in the world?