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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 40 244 obunachidan iborat bo'lib, Texnologiyalar & Aralashmalar toifasida 3 343-o'rinni va Suriya mintaqasida 227-o'rinni egallagan.

📊 Auditoriya ko‘rsatkichlari va dinamika

невідомо sanasidan buyon loyiha tez o‘sib, 40 244 obunachiga ega bo‘ldi.

05 Iyul, 2026 dagi oxirgi ma’lumotlarga ko‘ra kanal barqaror faollikka ega. Oxirgi 30 kunda obunachilar soni 346 ga, so‘nggi 24 soatda esa 22 ga o‘zgardi va umumiy qamrov yuqori darajada qolmoqda.

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  • Post qamrovi: Har bir post o‘rtacha 794 marta ko‘riladi; birinchi sutkada odatda 749 ta ko‘rish yig‘iladi.
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📝 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 06 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
📌 From Data Scientist to Data Manager: My First 3 Months Leading a Team 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-26 | ⏱️ R
📌 From Data Scientist to Data Manager: My First 3 Months Leading a Team 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-26 | ⏱️ Read time: 9 min read Reflections on moving from hands-on work to mentoring and leading

📌 Optimizing Transformer Models for Variable-Length Input Sequences 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-26
📌 Optimizing Transformer Models for Variable-Length Input Sequences 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-26 | ⏱️ Read time: 17 min read How PyTorch NestedTensors, FlashAttention2, and xFormers can Boost Performance and Reduce AI Costs

📌 Explainable Generic ML Pipeline with MLflow 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-11-26 | ⏱️ Read time: 15 min read
📌 Explainable Generic ML Pipeline with MLflow 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-11-26 | ⏱️ Read time: 15 min read An end-to-end demo to wrap a pre-processor and explainer into an algorithm-agnostic ML pipeline with…

📌 Data Scientist Answers the Most Popular Data Science Questions 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-26 |
📌 Data Scientist Answers the Most Popular Data Science Questions 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-26 | ⏱️ Read time: 7 min read All-around guidance for prospective data scientists

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Устал ждать, когда заработаешь первые TON? В ботe FreeTon 💎 ты получаешь до 10 TON каждый час — без вложений и лишней суеты. Просто жми старт и наблюдай, как на счёте растёт баланс. Хватит думать, проверь сам здесь! #ad InsideAds.

📌 Mistral 7B Explained: Towards More Efficient Language Models 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-26 | ⏱️
📌 Mistral 7B Explained: Towards More Efficient Language Models 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-26 | ⏱️ Read time: 56 min read RMS Norm, RoPE, GQA, SWA, KV Cache, and more!

📌 Addressing Missing Data 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-26 | ⏱️ Read time: 9 min read Understand missing data p
📌 Addressing Missing Data 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-26 | ⏱️ Read time: 9 min read Understand missing data patterns (MCAR, MNAR, MAR) for better model performance with Missingno

📌 A Beginner’s Journey into Key Mathematical Concepts: Applied Data Analysis Simplified 🗂 Category: PROBABILITY 🕒 Date: 20
📌 A Beginner’s Journey into Key Mathematical Concepts: Applied Data Analysis Simplified 🗂 Category: PROBABILITY 🕒 Date: 2024-11-26 | ⏱️ Read time: 23 min read Understanding key concepts such as Monte Carlo Methods, Bayes’ Theorem or Gradient Descent can be…

📌 NLP Illustrated, Part 2: Word Embeddings 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-27 | ⏱️ Read time: 8 min re
📌 NLP Illustrated, Part 2: Word Embeddings 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-27 | ⏱️ Read time: 8 min read An illustrated and intuitive guide to word embeddings

📌 A Story of Long Tails: Why Uncertainty in Marketing Mix Modelling is Important 🗂 Category: MARKETING 🕒 Date: 2024-11-27
📌 A Story of Long Tails: Why Uncertainty in Marketing Mix Modelling is Important 🗂 Category: MARKETING 🕒 Date: 2024-11-27 | ⏱️ Read time: 30 min read "Details matter. It’s worth waiting to get it right." — Steve Jobs What if the…

📌 Autonomous Agent Ecosystems, Data Integration, Open Source LLMs, and Other November Must-Reads 🗂 Category: DATA SCIENCE �
📌 Autonomous Agent Ecosystems, Data Integration, Open Source LLMs, and Other November Must-Reads 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-28 | ⏱️ Read time: 4 min read The stories that resonated the most with our community in the past month

📌 A quick guide to Network Science 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-28 | ⏱️ Read time: 8 min read For those who wo
📌 A quick guide to Network Science 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-28 | ⏱️ Read time: 8 min read For those who would like to learn about complex connections – from theory to practice…

📌 Complete MLOPS Cycle for a Computer Vision Project 🗂 Category: 🕒 Date: 2024-11-28 | ⏱️ Read time: 9 min read These days,
📌 Complete MLOPS Cycle for a Computer Vision Project 🗂 Category: 🕒 Date: 2024-11-28 | ⏱️ Read time: 9 min read These days, we encounter (and maybe produce on our own) many computer vision projects, where…

📌 The Intuition behind Concordance Index – Survival Analysis 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-28 | ⏱️ Read time: 1
📌 The Intuition behind Concordance Index – Survival Analysis 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-28 | ⏱️ Read time: 19 min read Ranking accuracy versus absolute accuracy

📌 GenAI is Reshaping Data Science Teams 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-29 | ⏱️ Read time: 11 min read Challenges
📌 GenAI is Reshaping Data Science Teams 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-29 | ⏱️ Read time: 11 min read Challenges, opportunities, and the evolving role of data scientists

📌 Porting Twitter’s Anomaly Detection Algorithm To Swift 🗂 Category: TWITTER 🕒 Date: 2024-11-29 | ⏱️ Read time: 12 min rea
📌 Porting Twitter’s Anomaly Detection Algorithm To Swift 🗂 Category: TWITTER 🕒 Date: 2024-11-29 | ⏱️ Read time: 12 min read From Twitter to Swift: Building Anomaly Detection.

📌 AI Math: The Bias-Variance Trade-off in Deep Learning 🗂 Category: DEEP LEARNING 🕒 Date: 2024-11-29 | ⏱️ Read time: 60 mi
📌 AI Math: The Bias-Variance Trade-off in Deep Learning 🗂 Category: DEEP LEARNING 🕒 Date: 2024-11-29 | ⏱️ Read time: 60 min read A visual tour from classical statistics to the nuances of deep learning

📌 Multimodal Embeddings: An Introduction 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-29 | ⏱️ Read time: 8 min read Mapping te
📌 Multimodal Embeddings: An Introduction 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-29 | ⏱️ Read time: 8 min read Mapping text and images into a common space

📌 Water Cooler Small Talk: Simpson’s Paradox 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-29 | ⏱️ Read time: 10 min read Is yo
📌 Water Cooler Small Talk: Simpson’s Paradox 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-29 | ⏱️ Read time: 10 min read Is your data tricking you? What can you do about it?

📌 Think you Know Excel? Take Your Analytics Skills to the Next Level with Power Query! 🗂 Category: DATA SCIENCE 🕒 Date: 20
📌 Think you Know Excel? Take Your Analytics Skills to the Next Level with Power Query! 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-29 | ⏱️ Read time: 8 min read 5 practical use cases that prove Power Query is worth exploring.