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Machine Learning

Machine Learning

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

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πŸ“ˆ Analytical overview of Telegram channel Machine Learning

Channel Machine Learning (@machinelearning9) in the English language segment is an active participant. Currently, the community unites 41 884 subscribers, ranking 3 201 in the Technologies & Applications category and 211 in the Syria region.

πŸ“Š Audience metrics and dynamics

Since its creation on Π½Π΅Π²Ρ–Π΄ΠΎΠΌΠΎ, the project has demonstrated rapid growth, gathering an audience of 41 884 subscribers.

According to the latest data from 25 October, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by 466 over the last 30 days and by 7 over the last 24 hours, overall reach remains high.

  • Verification status: Not verified
  • Engagement rate (ER): The average audience engagement rate is 5.36%. Within the first 24 hours after publication, content typically collects 1.97% reactions from the total number of subscribers.
  • Post reach: On average, each post receives 2 244 views. Within the first day, a publication typically gains 824 views.
  • Reactions and interaction: The audience actively supports content: the average number of reactions per post is 5.
  • Thematic interests: Content is focused on key topics such as distance, insidead, gpu, learning, degree.

πŸ“ Description and content policy

The author describes the resource as a platform for expressing subjective opinions:
β€œReal Machine Learning β€” simple, practical, and built on experience. Learn step by step with clear explanations and working code. Admin: @HusseinSheikho || @Hussein_Sheikho”

Thanks to the high frequency of updates (latest data received on 26 October, 2026), the channel maintains relevance and a high level of publication reach. Analytics show that the audience actively interacts with content, making it an important point of influence in the Technologies & Applications category.

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41 884
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Channel Posts
The 25 Best Free Resources for Learning AI in 2026 Learning artificial intelligence in 2026 is both easier and harder than it was a couple of years ago. Easier, because the best courses from Stanford and MIT, books by leading researchers, and hands-on lessons from Hugging Face are all openly available. Harder, because there is now far too much material, and the models and tools change every week. We have collected 25 proven free resources and arranged them by stage: from mathematics to LLMs, agents, and reading the latest papers. Read: https://enghusseinsheikho.substack.com/p/the-25-best-free-resources-for-learning?r=3hwnr8&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true

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πŸ”– 637 interactive modules on ML and AI On VizLearn, you can visually explore: 🫑 Gradient descent; 🫑 SVM and PCA; 🫑 Bayes'
πŸ”– 637 interactive modules on ML and AI On VizLearn, you can visually explore: 🫑 Gradient descent; 🫑 SVM and PCA; 🫑 Bayes' theorem; 🫑 BPE tokenization; 🫑 Query, Key, and Value; 🫑 KV cache; 🫑 Quantization; 🫑 Neural networks and LLMs. Change the input data and immediately see the results of the calculations. β›“ Link to the tutorial https://vizlearn.in/
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πŸ”₯ Free IT & Dev Study Kits – 2026 Prep, No Signup If you’re prepping for cloud, dev, or AI roles this year, these free kits
πŸ”₯ Free IT & Dev Study Kits – 2026 Prep, No Signup If you’re prepping for cloud, dev, or AI roles this year, these free kits cover the gaps most people skip β€” cert basics, hands-on labs, and mock exams. No signup traps, no hidden fees. πŸ“˜ Cert E-Book β€” covers Cisco & AWS fundamentals, good for first-time cert takers β†’ https://bit.ly/4yrk1Ti πŸͺœ Online Free Course β€” structured path, works as a refresher before exams β†’ https://bit.ly/4hUprRP ☁️ Free AI Materials β€” LLM basics to fine-tuning practice notebooks β†’ https://bit.ly/4yt1iXy πŸ“Š Cloud Study Guide β€” cheat-sheet style, handy for interview prep β†’ https://bit.ly/4el4Eod 🧠 Free Mock Exam β€” test yourself before booking the real thing β†’ https://bit.ly/4sbWlkl πŸ“Œ Save this or forward it to your dev/study group β€” good resources are worth sharing. πŸ’ͺ 🌐 Community: https://chat.whatsapp.com/CS7VOvQCLZG5BJPazBGm1v πŸ“² Personalized help: https://wa.link/xd2fu6 #Python #Cloud #AWS #Cisco #AI #MachineLearning #DevOps #ITCertification #FreeResources #TechCareers
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Agentic AI is the future. If you want to become god-level with AI agents, save these 10 GitHub repos: 1 Awesome LLM Apps πŸ”— https://github.com/Shubhamsaboo/awesome-llm-apps 2 Generative AI for Beginners πŸ”— https://github.com/microsoft/generative-ai-for-beginners 3 LLM Course πŸ”— https://github.com/mlabonne/llm-course 4 Prompt Engineering Guide πŸ”— https://github.com/dair-ai/Prompt-Engineering-Guide 5 AI Agents for Beginners πŸ”— https://github.com/microsoft/ai-agents-for-beginners 6 AI Agents Projects πŸ”— https://github.com/ashishpatel26/500-AI-Agents-Projects 7 Hugging Face Agents Course πŸ”— https://github.com/huggingface/agents-course 8 Awesome AI Agents πŸ”— https://github.com/e2b-dev/awesome-ai-agents 9 GenAI Agents πŸ”— https://github.com/NirDiamant/GenAI_Agents 10 Agents Towards Production πŸ”— https://github.com/NirDiamant/agents-towards-production Anything else you'd add?
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πŸ“š 7 Best Websites to Learn Computer Science Subjects for Free More: https://enghusseinsheikho.substack.com/p/7-best-websites-to-learn-computer?r=3hwnr8&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true
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https://substack.com/@husseinsheikho?utm_source=share&utm_medium=android&r=3hwnr8 Follow me to more posts and useful content
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You can literally enter a sentence and see how the Transformer processes it. This interactive tool runs a GPT-like model dire
You can literally enter a sentence and see how the Transformer processes it. This interactive tool runs a GPT-like model directly in your browser and allows you to trace the entire process: Tokenization β†’ Embeddings β†’ Q/K/V β†’ Attention Mechanism β†’ MLP β†’ Logits β†’ Probabilities of the next token. You can explore attention maps, intermediate values, and adjust parameters like temperature, top-k, and top-p to see how they affect the generation. If Transformers still seem like a collection of blocks connected by arrows, you should definitely try this. https://poloclub.github.io/transformer-explainer/ https://t.me/DataAnalyticsX
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πŸš€ RESEARCH & DIGITAL SOLUTIONS β€” YOUR PARTNER IN SUCCESS! Are you a researcher, student, business owner, or developer lookin
πŸš€ RESEARCH & DIGITAL SOLUTIONS β€” YOUR PARTNER IN SUCCESS! Are you a researcher, student, business owner, or developer looking for professional support? We are here to help you turn your ideas into real results! πŸ’‘ πŸ”¬ 1. Scientific Research & Academic Publishing Professional review and evaluation of scientific manuscripts before submission. Guidance on journal selection and publication strategies. Expert advice to improve research quality and presentation. Support for researchers throughout the academic publishing process. πŸ’» 2. Website & Software Development Professional website design and development for businesses and individuals. Custom electronic systems tailored to your needs. Technical assistance for students and academic projects. βš™οΈ 3. API & User Interface (UI) Services API development and integration. Modern, responsive, and user-friendly interface design. Seamless integration between applications and systems. πŸ“Š 4. Real-World & Synthetic Datasets Providing real-world datasets for research and analysis. Creating customized synthetic datasets according to your requirements. Data support for scientific research, machine learning, and AI projects. 🀝 5. FREE Discussion & Consultation Discuss your research ideas and technical projects with us. Get initial guidance and recommendations. Explore the best solutions for your academic or professional needs. 🌟 WHY CHOOSE US? βœ… Research and technology expertise in one place. βœ… Tailored solutions based on your needs. βœ… Professional guidance and practical support. βœ… Free initial discussion and consultation. πŸ“© CONTACT US ON TELEGRAM πŸ‘¨β€πŸ’» Team Admin & Support: @Omidyzd62 πŸ’¬ Feel free to contact us to discuss your ideas, ask questions, or explore how we can help! Your Research. Your Ideas. Our Expertise. Your Success. 🎯 #ResearchSupport #AcademicPublishing #ScientificResearch #WebDevelopment #SoftwareDevelopment #API #UIUX #Datasets #MachineLearning #ArtificialIntelligence #StudentSupport
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πŸš€ ChatGPT Plus & Gemini AI ProπŸ€– ChatGPT Plus β€” 1 Month: $8 ✨ Gemini AI Pro β€” 18 Months: $2.50 🧠 Claude API ⚑ Fast delivery+1
πŸš€ ChatGPT Plus & Gemini AI ProπŸ€– ChatGPT Plus β€” 1 Month: $8 ✨ Gemini AI Pro β€” 18 Months: $2.50 🧠 Claude API ⚑ Fast delivery 🌍 Worldwide πŸ” Directly via Telegram πŸ‘‰ https://t.me/Hppykeys_BOT?start=arb0910
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Tracking experiments and versioning ML models with MLflow. πŸ€– Machine learning development requires saving hyperparameters, metrics, and artifacts for each run to compare results. The MLflow platform logs key metrics and registers trained models in a central registry. We will install MLflow, run a script to log parameters, and register the model. Let's install the mlflow and scikit-learn libraries to conduct and log a test experiment. πŸ“¦ pip install mlflow scikit-learn The dependencies for managing ML experiments have been successfully installed. βœ… Now, let's create a Python script called train.py that will train a simple model, log metrics, and save it to MLflow. 🐍 import mlflow from sklearn.ensemble import RandomForestClassifier mlflow.set_experiment("demo_experiment") with mlflow.start_run(): params = {"n_estimators": 100, "max_depth": 5} mlflow.log_params(params) model = RandomForestClassifier(**params) mlflow.log_metric("accuracy", 0.95) mlflow.sklearn.log_model(model, "rf_model") The training script and metric logging are set up and ready to be executed. πŸš€ Let's run the training script to capture the results and parameters in the local MLflow storage. python3 train.py The experiment has been successfully completed, and the parameters and model artifacts have been saved. πŸ“Š # verification (check for registered runs in MLflow) mlflow runs list --experiment-name demo_experiment Expected output: demo_experiment ... FINISHED # cleanup (remove the generated directory with artifacts and the script) rm -rf mlruns train.py Using MLflow helps avoid chaos when tuning hyperparameters and ensures reproducibility of results. Deploy an MLflow server on a separate host for the entire team to collaborate on the project. 🌐 #MLflow #MachineLearning #Python #DataScience #MLOps #AI ✨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk ⭐️ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
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A distinctive bot for subscribing to courses on the most popular educational platforms across multiple fields, most notably programming, artificial intelligence, mechanics, medicine, and other sciences. πŸŽ“πŸ€– This bot provides a free subscription to any course available within the bot. πŸ†“ https://t.me/UdemySybot?start=ref_418788114 #FreeCourses #Programming #AI #Education #Udemy #TelegramBots
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100 Machine Learning Interview Questions and Answers
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Hands On Python Data Science - Data Science Bootcamp Master Python for Data Science with Real-World Applications: Dive Deep i
Hands On Python Data Science - Data Science Bootcamp Master Python for Data Science with Real-World Applications: Dive Deep into Data Analysis, Machine Learning 🏷 Category: Development 🌍 Language: English πŸ‘₯ Students: 31,524 students ⭐️ Rating: 4.3/5.0 πŸ’° Price: $14.99 ⟹ FREE πŸ†” Coupon: β€’β€’β€’β€’β€’β€’β€’β€’β€’β€’ (tap below to reveal) πŸ”“ Tap "Get Coupon" below β€” the code unlocks inside the app after a short rewarded ad. πŸ’Ž By: https://t.me/Udemy26 #Programming #Coding #Development #Tech #Python #DataScience
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πŸŽ“ $10,000 Scholarship Grant β€” Yours for the Taking! πŸŽ“ Imagine this: $10,000 handed to you β€” completely FREE β€” to fund your education. No essays. No essays. No application fees. Just your effort inside our bot. πŸ’Έ πŸ† Reach 10,000 points and the scholarship is yours. 🎁 Plus, you unlock a lifetime subscription to all our paid courses & books β€” yours forever. Here's how easy it is to earn points: πŸ”— Invite friends with your referral link β†’ +50 points each πŸ“Ί Watch ads β†’ +15 points per ad 🧠 Answer the Question of the Day β†’ +15 points Every small action gets you closer to that $10,000. Every friend you invite doubles your chance. Every question you answer sharpens your mind AND your wallet. πŸš€ Don't wait. Start now: πŸ‘‰ https://t.me/UdemySybot?start=ref_148350890 The next scholarship winner could be you. All it takes is 10,000 points β€” and the discipline to start today. πŸ”₯ Your future self will thank you. πŸ”₯
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