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Machine Learning with Python

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Learn Machine Learning with hands-on Python tutorials, real-world code examples, and clear explanations for researchers and developers. Admin: @HusseinSheikho || @Hussein_Sheikho

Network: Machine Learning with PythonIndia4 562Education2 398...

📈 Analytical overview of Telegram channel Machine Learning with Python

Channel Machine Learning with Python (@codeprogrammer) in the English language segment is an active participant. Currently, the community unites 68 473 subscribers, ranking 2 398 in the Education category and 4 562 in the India region.

📊 Audience metrics and dynamics

Since its creation on невідомо, the project has demonstrated rapid growth, gathering an audience of 68 473 subscribers.

According to the latest data from 01 November, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by -24 over the last 30 days and by -28 over the last 24 hours, overall reach remains high.

Verification status: Not verified
Engagement rate (ER): The average audience engagement rate is 3.65%. Within the first 24 hours after publication, content typically collects 1.44% reactions from the total number of subscribers.
Post reach: On average, each post receives 2 501 views. Within the first day, a publication typically gains 987 views.
Reactions and interaction: The audience actively supports content: the average number of reactions per post is 8.
Thematic interests: Content is focused on key topics such as insidead, learning, degree, evaluation, algorithm.

📝 Description and content policy

The author describes the resource as a platform for expressing subjective opinions:
“Learn Machine Learning with hands-on Python tutorials, real-world code examples, and clear explanations for researchers and developers. Admin: @HusseinSheikho || @Hussein_Sheikho”

Thanks to the high frequency of updates (latest data received on 02 November, 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 Education category.

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68 473

Subscribers

-2824 hours

-1137 days

-2430 days

2 501

Post views

~ 98724 hours

~ 1 37148 hours

3.65%

Engagement rate

~ 2

Posts per day

Ads index

Posts Archive

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😉 A list of the best YouTube videos ✅ To learn data science 1️⃣ SQL language ⬅️ Learning 💰 4-hour SQL course from zero to one hundred 💰 Window functions tutorial ⬅️ Projects 📎 Starting your first SQL project 💰 Data cleansing project 💰 Restaurant order analysis ⬅️ Interview 💰 How to crack the SQL interview? ➖➖➖ 2️⃣ Python ⬅️ Learning 💰 12-hour Python for Data Science course ⬅️ Projects 💰 Python project for beginners 💰 Analyzing Corona Data with Python ⬅️ Interview 💰 Python interview golden tricks 💰 Python Interview Questions ➖➖➖ 3️⃣ Statistics and machine learning ⬅️ Learning 💰 7-hour course in applied statistics 💰 Machine Learning Training Playlist ⬅️ Projects 💰 Practical ML Project ⬅️ Interview 💰 ML Interview Questions and Answers 💰 How to pass a statistics interview? ➖➖➖ 4️⃣ Product and business case studies ⬅️ Learning 💰 Building strong product understanding 💰 Product Metric Definition ⬅️ Interview 💰 Case Study Analysis Framework 💰 How to shine in a business interview?

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What is torch.nn really?

When I started working with PyTorch, my biggest question was: "What is torch.nn?".

This article explains it quite well. 📌 Read

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🌟 Join @DeepLearning_ai & @MachineLearning_Programming! 🌟 Explore AI, ML, Data Science, and Computer Vision with us. 🚀 💡 Stay Updated: Latest trends & tutorials. 🌐 Grow Your Network: Engage with experts. 📈 Boost Your Career: Unlock tech mastery. Subscribe Now! ➡️ @DeepLearning_ai ➡️ @MachineLearning_Programming Step into the future—today! ✨

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GPU by hand ✍️ I drew this to show how a GPU speeds up an array operation of 8 elements in parallel over 4 threads in 2 clock cycles. Read more 👇 CPU • It has one core. • Its global memory has 120 locations (0-119). • To use the GPU, it needs to copy data from the global memory to the GPU. • After GPU is done, it will copy the results back. GPU • It has four cores to run four threads (0-3). • It has a register file of 28 locations (0-27) • This register file has four banks (0-3). • All threads share the same register file. • But they must read/write using the four banks. • Each bank allows 2 reads (Read 0, Read 1) and 1 write in a single clock cycle.

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68 463

Repost from Machine Learning with Python

This channels is for Programmers, Coders, Software Engineers. 0️⃣ Python 1️⃣ Data Science 2️⃣ Machine Learning 3️⃣ Data Visualization 4️⃣ Artificial Intelligence 5️⃣ Data Analysis 6️⃣ Statistics 7️⃣ Deep Learning 8️⃣ programming Languages ✅ https://t.me/addlist/8_rRW2scgfRhOTc0 ✅ https://t.me/Codeprogrammer

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Introduction to Deep Learning As we continue to push the boundaries of what's possible with artificial intelligence, I wanted to take a moment to share some insights on one of the most exciting fields in AI: Deep Learning. Deep Learning is a subset of machine learning that uses neural networks to analyze and interpret data. These neural networks are designed to mimic the human brain, with layers of interconnected nodes (neurons) that process and transmit information. What makes Deep Learning so powerful? Ability to learn from large datasets: Deep Learning algorithms can learn from vast amounts of data, including images, speech, and text. Improved accuracy: Deep Learning models can achieve state-of-the-art performance in tasks such as image recognition, natural language processing, and speech recognition. Ability to generalize: Deep Learning models can generalize well to new, unseen data, making them highly effective in real-world applications. Real-world applications of Deep Learning Computer Vision: Self-driving cars, facial recognition, object detection Natural Language Processing: Language translation, text summarization, sentiment analysis Speech Recognition: Virtual assistants, voice-controlled devices. #DeepLearning #AI #MachineLearning #NeuralNetworks #ArtificialIntelligence #DataScience #ComputerVision #NLP #SpeechRecognition #TechInnovation

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You can now send messages or buy ads in our channel

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This GitHub Repo will be very helpful if you are preparing for a data science technical interview. This question bank covers: 1️⃣ Machine Learning Interview Questions & Answers 2️⃣ Deep Learning Interview Questions & Answers 2.1. Deep learning basics 2.2. Deep learning for computer vision questions 2.3. Deep learning for NLP & LLMs 3️⃣ Probability Interview Questions & Answers 4️⃣ Statistics Interview Questions & Answers 5️⃣ SQL Interview Questions & Answers 6️⃣ Python Questions & Answers ⚡ You can find the repo link in the comments section!

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Auto-Encoder & Backpropagation by hand ✍️ lecture video ~ 📺 https://byhand.ai/cv/10 It took me a few years to invent this method to show both forward and backward passes for a non-trivial case of a multi-layer perceptron over a batch of inputs, plus gradient descents over multiple epochs, while being able to hand calculate each step and code in Excel at the same time. = Chapters = • Encoder & Decoder (00:00) • Equation (10:09) • 4-2-4 AutoEncoder (16:38) • 6-4-2-4-6 AutoEncoder (18:39) • L2 Loss (20:49) • L2 Loss Gradient (27:31) • Backpropagation (30:12) • Implement Backpropagation (39:00) • Gradient Descent (44:30) • Summary (51:39)

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https://t.me/HusseinSheikho/s/73

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Free Courses from top companies 🤓 AI (Microsoft) - https://learn.microsoft.com/en-us/training/paths/get-started-artificial-intelligence/ Deep learning (NVIDIA) - https://learn.nvidia.com/en-us/training/self-paced-courses Data science (IBM) - https://skillsbuild.org/students/course-catalog/data-science Data Analyst (Microsoft) - https://learn.microsoft.com/en-us/training/paths/data-analytics-microsoft/ Python (Microsoft) - https://learn.microsoft.com/en-us/shows/intro-to-python-development/

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Remote job search hack shared by a Reddit user who used Google Maps to find companies and reached out directly, avoiding job boards and cover letters. Worth a look: https://www.reddit.com/r/RemoteJobseekers/comments/1fdpeg2/how_i_landed_multiple_remote_job_offers_my_remote/

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Repost from Machine Learning

A comprehensive PDF has been compiled that includes all MCP-related posts shared over the past six months. (75 pages, 10+ projects & visual explainers) Over the last half year, content has been published about the Modular Computation Protocol (MCP), which has gained significant interest and engagement from the AI community. In response to this enthusiasm, all tutorials have been gathered in one place, featuring: * The fundamentals of MCP * Explanations with visuals and code * 11 hands-on projects for AI engineers Projects included: 1. Build a 100% local MCP Client 2. MCP-powered Agentic RAG 3. MCP-powered Financial Analyst 4. MCP-powered Voice Agent 5. A Unified MCP Server 6. MCP-powered Shared Memory for Claude Desktop and Cursor 7. MCP-powered RAG over Complex Docs 8. MCP-powered Synthetic Data Generator 9. MCP-powered Deep Researcher 10. MCP-powered RAG over Videos 11. MCP-powered Audio Analysis Toolkit

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