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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 40 393 subscribers, ranking 3 329 in the Technologies & Applications category and 225 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 40 393 subscribers.

According to the latest data from 12 July, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by 399 over the last 30 days and by 24 over the last 24 hours, overall reach remains high.

  • Verification status: Not verified
  • Engagement rate (ER): The average audience engagement rate is 2.42%. Within the first 24 hours after publication, content typically collects 1.74% reactions from the total number of subscribers.
  • Post reach: On average, each post receives 979 views. Within the first day, a publication typically gains 703 views.
  • Reactions and interaction: The audience actively supports content: the average number of reactions per post is 4.
  • 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 13 July, 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.

40 393
Subscribers
+2424 hours
+1257 days
+39930 days
Posts Archive
πŸ”₯ Trending Repository: expert πŸ“ Description: Official Elixir Language Server Protocol implementation πŸ”— Repository URL: htt
πŸ”₯ Trending Repository: expert πŸ“ Description: Official Elixir Language Server Protocol implementation πŸ”— Repository URL: https://github.com/elixir-lang/expert 🌐 Website: https://www.expert-lsp.org πŸ“– Readme: https://github.com/elixir-lang/expert#readme πŸ“Š Statistics: 🌟 Stars: 977 stars πŸ‘€ Watchers: 16 🍴 Forks: 20 forks πŸ’» Programming Languages: Elixir - Erlang 🏷️ Related Topics:
#elixir #language_server_protocol #lsp
================================== 🧠 By: https://t.me/DataScienceM

πŸ”₯ Trending Repository: activepieces πŸ“ Description: AI Agents & MCPs & AI Workflow Automation β€’ (280+ MCP servers for AI age
πŸ”₯ Trending Repository: activepieces πŸ“ Description: AI Agents & MCPs & AI Workflow Automation β€’ (280+ MCP servers for AI agents) β€’ AI Automation / AI Agent with MCPs β€’ AI Workflows & AI Agents β€’ MCPs for AI Agents πŸ”— Repository URL: https://github.com/activepieces/activepieces 🌐 Website: https://www.activepieces.com πŸ“– Readme: https://github.com/activepieces/activepieces#readme πŸ“Š Statistics: 🌟 Stars: 16.5K stars πŸ‘€ Watchers: 105 🍴 Forks: 2.4K forks πŸ’» Programming Languages: TypeScript - HTML - CSS - JavaScript - MDX - Dockerfile 🏷️ Related Topics:
#workflow #mcp #workflows #workflow_automation #ai_agents #ai_agent #mcps #ai_agents_framework #ai_agent_tools #mcp_server #mcp_tools #no_code_automation #n8n_alternative
================================== 🧠 By: https://t.me/DataScienceM

πŸ”₯ Trending Repository: InvenTree πŸ“ Description: Open Source Inventory Management System πŸ”— Repository URL: https://github.c
πŸ”₯ Trending Repository: InvenTree πŸ“ Description: Open Source Inventory Management System πŸ”— Repository URL: https://github.com/inventree/InvenTree 🌐 Website: https://docs.inventree.org πŸ“– Readme: https://github.com/inventree/InvenTree#readme πŸ“Š Statistics: 🌟 Stars: 5.4K stars πŸ‘€ Watchers: 72 🍴 Forks: 1K forks πŸ’» Programming Languages: Python - TypeScript - HTML - Shell - Dockerfile - JavaScript 🏷️ Related Topics:
#python #django #hacktoberfest
================================== 🧠 By: https://t.me/DataScienceM

πŸ”₯ Trending Repository: llm-course πŸ“ Description: Course to get into Large Language Models (LLMs) with roadmaps and Colab no
πŸ”₯ Trending Repository: llm-course πŸ“ Description: Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks. πŸ”— Repository URL: https://github.com/mlabonne/llm-course 🌐 Website: https://mlabonne.github.io/blog/ πŸ“– Readme: https://github.com/mlabonne/llm-course#readme πŸ“Š Statistics: 🌟 Stars: 60.7K stars πŸ‘€ Watchers: 578 🍴 Forks: 6.6K forks πŸ’» Programming Languages: Not available 🏷️ Related Topics:
#machine_learning #roadmap #course #large_language_models #llm
================================== 🧠 By: https://t.me/DataScienceM

πŸ”₯ Trending Repository: rustdesk πŸ“ Description: An open-source remote desktop application designed for self-hosting, as an a
πŸ”₯ Trending Repository: rustdesk πŸ“ Description: An open-source remote desktop application designed for self-hosting, as an alternative to TeamViewer. πŸ”— Repository URL: https://github.com/rustdesk/rustdesk 🌐 Website: https://rustdesk.com πŸ“– Readme: https://github.com/rustdesk/rustdesk#readme πŸ“Š Statistics: 🌟 Stars: 96.6K stars πŸ‘€ Watchers: 540 🍴 Forks: 14.2K forks πŸ’» Programming Languages: Rust - Dart - C++ - C - Kotlin - Python 🏷️ Related Topics:
#android #windows #macos #linux #dart #rust #ios #remote_control #p2p #teamviewer #rust_lang #rdp #remote_desktop #vnc #flutter #flatpak #wayland #flutter_apps #anydesk
================================== 🧠 By: https://t.me/DataScienceM

πŸ”₯ Trending Repository: hyperswitch πŸ“ Description: An open source payments switch written in Rust to make payments fast, rel
πŸ”₯ Trending Repository: hyperswitch πŸ“ Description: An open source payments switch written in Rust to make payments fast, reliable and affordable πŸ”— Repository URL: https://github.com/juspay/hyperswitch 🌐 Website: https://hyperswitch.io/ πŸ“– Readme: https://github.com/juspay/hyperswitch#readme πŸ“Š Statistics: 🌟 Stars: 25K stars πŸ‘€ Watchers: 104 🍴 Forks: 3.9K forks πŸ’» Programming Languages: Rust - JavaScript - MDX - Shell - PLpgSQL - HTML 🏷️ Related Topics:
#rust #redis #open_source #finance #sdk #high_performance #postgresql #payments #orchestration #restful_api #beginner_friendly #hacktoberfest #featured #works_with_react
================================== 🧠 By: https://t.me/DataScienceM

πŸ”₯ Trending Repository: transformerlab-app πŸ“ Description: Open Source Application for Advanced LLM + Diffusion Engineering: interact, train, fine-tune, and evaluate large language models on your own computer. πŸ”— Repository URL: https://github.com/transformerlab/transformerlab-app 🌐 Website: https://transformerlab.ai/ πŸ“– Readme: https://github.com/transformerlab/transformerlab-app#readme πŸ“Š Statistics: 🌟 Stars: 3.9K stars πŸ‘€ Watchers: 31 🍴 Forks: 363 forks πŸ’» Programming Languages: TypeScript - JavaScript 🏷️ Related Topics:
#electron #transformers #llama #lora #diffusion #mlx #diffusion_models #llms #stability_diffusion #rlhf
================================== 🧠 By: https://t.me/DataScienceM

πŸ”₯ Trending Repository: mercur πŸ“ Description: Open-source multi-vendor marketplace platform for B2B & B2C. Built on top of MedusaJS. Create your own custom marketplace. πŸ›οΈ πŸ”— Repository URL: https://github.com/mercurjs/mercur 🌐 Website: https://www.mercurjs.com πŸ“– Readme: https://github.com/mercurjs/mercur#readme πŸ“Š Statistics: 🌟 Stars: 691 stars πŸ‘€ Watchers: 24 🍴 Forks: 152 forks πŸ’» Programming Languages: TypeScript 🏷️ Related Topics:
#nodejs #javascript #open_source #marketplace #shopping_cart #commerce #medusa #e_commerce #multi_vendor #multivendor_ecommerce #multi_vendor_ecommerce #medusajs #marketplace_solution #medusajs_v2
================================== 🧠 By: https://t.me/DataScienceM

πŸ”₯ Trending Repository: nats-server πŸ“ Description: High-Performance server for NATS.io, the cloud and edge native messaging
πŸ”₯ Trending Repository: nats-server πŸ“ Description: High-Performance server for NATS.io, the cloud and edge native messaging system. πŸ”— Repository URL: https://github.com/nats-io/nats-server 🌐 Website: https://nats.io πŸ“– Readme: https://github.com/nats-io/nats-server#readme πŸ“Š Statistics: 🌟 Stars: 17.9K stars πŸ‘€ Watchers: 387 🍴 Forks: 1.6K forks πŸ’» Programming Languages: Go 🏷️ Related Topics:
#go #golang #distributed_systems #cloud #messaging #message_bus #edge #message_queue #cloud_computing #cloud_native #microservices_architecture #nats_server #edge_computing #connected_vehicle #edge_ai
================================== 🧠 By: https://t.me/DataScienceM

πŸ”₯ Trending Repository: humanlayer πŸ“ Description: HumanLayer enables AI agents to communicate with humans in tool-based and
πŸ”₯ Trending Repository: humanlayer πŸ“ Description: HumanLayer enables AI agents to communicate with humans in tool-based and async workflows. Guarantee human oversight of high-stakes function calls with approval workflows across slack, email and more. Bring your LLM and Framework of choice and start giving your AI agents safe access to the world. Agentic Workflows, human in the loop, tool calling πŸ”— Repository URL: https://github.com/humanlayer/humanlayer 🌐 Website: https://humanlayer.dev πŸ“– Readme: https://github.com/humanlayer/humanlayer#readme πŸ“Š Statistics: 🌟 Stars: 1.3K stars πŸ‘€ Watchers: 8 🍴 Forks: 136 forks πŸ’» Programming Languages: TypeScript - Go - Python - CSS - Makefile - Shell 🏷️ Related Topics:
#ai #approval_process #agents #human_in_the_loop #escalation_policy #llm #llms #function_calling #agentic_workflow #agentic_ai #humanlayer #human_as_tool
================================== 🧠 By: https://t.me/DataScienceM

πŸ”₯ Trending Repository: Python πŸ“ Description: All Algorithms implemented in Python πŸ”— Repository URL: https://github.com/TheAlgorithms/Python 🌐 Website: https://thealgorithms.github.io/Python/ πŸ“– Readme: https://github.com/TheAlgorithms/Python#readme πŸ“Š Statistics: 🌟 Stars: 205K stars πŸ‘€ Watchers: 6k 🍴 Forks: 47.5K forks πŸ’» Programming Languages: Python 🏷️ Related Topics:
#python #education #algorithm #practice #interview #sorting_algorithms #learn #algos #algorithm_competitions #sorts #hacktoberfest #algorithms_implemented #community_driven #searches
================================== 🧠 By: https://t.me/DataScienceM

πŸ”₯ Trending Repository: MiniCPM-V πŸ“ Description: MiniCPM-V 4.5: A GPT-4o Level MLLM for Single Image, Multi Image and Video
πŸ”₯ Trending Repository: MiniCPM-V πŸ“ Description: MiniCPM-V 4.5: A GPT-4o Level MLLM for Single Image, Multi Image and Video Understanding on Your Phone πŸ”— Repository URL: https://github.com/OpenBMB/MiniCPM-V πŸ“– Readme: https://github.com/OpenBMB/MiniCPM-V#readme πŸ“Š Statistics: 🌟 Stars: 20.4K stars πŸ‘€ Watchers: 145 🍴 Forks: 1.5K forks πŸ’» Programming Languages: Python - Vue - JavaScript - Shell - Less - CSS 🏷️ Related Topics:
#multi_modal #minicpm #minicpm_v
================================== 🧠 By: https://t.me/DataScienceM

πŸ”₯ Trending Repository: mcp πŸ“ Description: Catalog of official Microsoft MCP (Model Context Protocol) server implementations for AI-powered data access and tool integration πŸ”— Repository URL: https://github.com/microsoft/mcp πŸ“– Readme: https://github.com/microsoft/mcp#readme πŸ“Š Statistics: 🌟 Stars: 581 stars πŸ‘€ Watchers: 41 🍴 Forks: 90 forks πŸ’» Programming Languages: C# - PowerShell - Bicep - JavaScript - TypeScript - CSS 🏷️ Related Topics: Not available ================================== 🧠 By: https://t.me/DataScienceM

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πŸ”₯ Trending Repository: terraform πŸ“ Description: Terraform enables you to safely and predictably create, change, and improve infrastructure. It is a source-available tool that codifies APIs into declarative configuration files that can be shared amongst team members, treated as code, edited, reviewed, and versioned. πŸ”— Repository URL: https://github.com/hashicorp/terraform 🌐 Website: http://developer.hashicorp.com/terraform πŸ“– Readme: https://github.com/hashicorp/terraform#readme πŸ“Š Statistics: 🌟 Stars: 46.2K stars πŸ‘€ Watchers: 1.1k 🍴 Forks: 10K forks πŸ’» Programming Languages: Go 🏷️ Related Topics:
#cloud #graph #terraform #cloud_management #infrastructure_as_code
================================== 🧠 By: https://t.me/DataScienceM

πŸ”₯ Trending Repository: chroma πŸ“ Description: Open-source search and retrieval database for AI applications. πŸ”— Repository U
πŸ”₯ Trending Repository: chroma πŸ“ Description: Open-source search and retrieval database for AI applications. πŸ”— Repository URL: https://github.com/chroma-core/chroma 🌐 Website: https://www.trychroma.com/ πŸ“– Readme: https://github.com/chroma-core/chroma#readme πŸ“Š Statistics: 🌟 Stars: 22.2K stars πŸ‘€ Watchers: 121 🍴 Forks: 1.8K forks πŸ’» Programming Languages: Rust - Python - TypeScript - Go - Jupyter Notebook - JavaScript 🏷️ Related Topics:
#rust #database #ai #embeddings #rust_lang #document_retrieval #rag #vector_database #llm #llms
================================== 🧠 By: https://t.me/DataScienceM

πŸ”₯ Trending Repository: WrenAI πŸ“ Description: ⚑️ GenBI (Generative BI) queries any database in natural language, generates a
πŸ”₯ Trending Repository: WrenAI πŸ“ Description: ⚑️ GenBI (Generative BI) queries any database in natural language, generates accurate SQL (Text-to-SQL), charts (Text-to-Chart), and AI-powered insights in seconds. πŸ”— Repository URL: https://github.com/Canner/WrenAI 🌐 Website: https://getwren.ai/oss πŸ“– Readme: https://github.com/Canner/WrenAI#readme πŸ“Š Statistics: 🌟 Stars: 10.1K stars πŸ‘€ Watchers: 70 🍴 Forks: 1K forks πŸ’» Programming Languages: TypeScript - Python - Go - JavaScript - Less - Dockerfile 🏷️ Related Topics:
#agent #bigquery #charts #sql #postgresql #bedrock #business_intelligence #openai #spreadsheets #vertex #genbi #text_to_sql #rag #text2sql #duckdb #llm #anthropic #sqlai #text_to_chart
================================== 🧠 By: https://t.me/DataScienceM

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πŸ”₯ Trending Repository: cobra πŸ“ Description: A Commander for modern Go CLI interactions πŸ”— Repository URL: https://github.com/spf13/cobra 🌐 Website: https://cobra.dev πŸ“– Readme: https://github.com/spf13/cobra#readme πŸ“Š Statistics: 🌟 Stars: 41.6K stars πŸ‘€ Watchers: 369 🍴 Forks: 3K forks πŸ’» Programming Languages: Go - Makefile 🏷️ Related Topics:
#go #cli #golang #commandline #command #command_line #posix #subcommands #cli_app #golang_library #cobra #golang_application #cobra_library #cobra_generator #posix_compliant_flags #command_cobra
================================== 🧠 By: https://t.me/DataScienceM

πŸ”₯ Trending Repository: bootstrap πŸ“ Description: The most popular HTML, CSS, and JavaScript framework for developing responsive, mobile first projects on the web. πŸ”— Repository URL: https://github.com/twbs/bootstrap 🌐 Website: https://getbootstrap.com πŸ“– Readme: https://github.com/twbs/bootstrap#readme πŸ“Š Statistics: 🌟 Stars: 173K stars πŸ‘€ Watchers: 6.7k 🍴 Forks: 79.1K forks πŸ’» Programming Languages: MDX - JavaScript - Astro - SCSS - CSS - HTML 🏷️ Related Topics:
#javascript #css #html #sass #bootstrap #scss #css_framework
================================== 🧠 By: https://t.me/DataScienceM