Machine Learning – Telegram
Machine Learning
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Machine learning insights, practical tutorials, and clear explanations for beginners and aspiring data scientists. Follow the channel for models, algorithms, coding guides, and real-world ML applications.

Admin: @HusseinSheikho || @Hussein_Sheikho
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🔥 Trending Repository: drawnix

📝 Denoscription: 开源白板工具(SaaS),一体化白板,包含思维导图、流程图、自由画等。All in one open-source whiteboard tool with mind, flowchart, freehand and etc.

🔗 Repository URL: https://github.com/plait-board/drawnix

🌐 Website: https://drawnix.com

📖 Readme: https://github.com/plait-board/drawnix#readme

📊 Statistics:
🌟 Stars: 5.5K stars
👀 Watchers: 17
🍴 Forks: 432 forks

💻 Programming Languages: TypeScript - SCSS - HTML

🏷️ Related Topics:
#productivity #drawing #collaboration #whiteboard #flowchart #mindmap #localfirst


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🔥 Trending Repository: budibase

📝 Denoscription: Create business apps and automate workflows in minutes. Supports PostgreSQL, MySQL, MariaDB, MSSQL, MongoDB, Rest API, Docker, K8s, and more 🚀 No code / Low code platform..

🔗 Repository URL: https://github.com/Budibase/budibase

🌐 Website: https://budibase.com

📖 Readme: https://github.com/Budibase/budibase#readme

📊 Statistics:
🌟 Stars: 25.9K stars
👀 Watchers: 218
🍴 Forks: 1.9K forks

💻 Programming Languages: TypeScript - Svelte - JavaScript - CSS - Shell - Handlebars

🏷️ Related Topics:
#open_source #internal_tools #workflow_engine #crud_application #workflow_automation #low_code #no_code #rest_api_framework #crud_app #no_code_platform #data_apps #low_code_platform #ai_applications #data_application #workflow_apps #low_code_no_code #sql_gui #ai_app_builder #it_workflows


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🔥 Trending Repository: sim

📝 Denoscription: Sim is an open-source AI agent workflow builder. Sim's interface is a lightweight, intuitive way to rapidly build and deploy LLMs that connect with your favorite tools.

🔗 Repository URL: https://github.com/simstudioai/sim

🌐 Website: https://www.sim.ai

📖 Readme: https://github.com/simstudioai/sim#readme

📊 Statistics:
🌟 Stars: 11.6K stars
👀 Watchers: 68
🍴 Forks: 1.4K forks

💻 Programming Languages: TypeScript - MDX - Python - CSS - Shell - Smarty

🏷️ Related Topics:
#react #automation #typenoscript #ai #nextjs #chatbot #artificial_intelligence #gemini #openai #agents #low_code #no_code #rag #anthropic #deepseek #aiagents #agentic_workflow #agent_workflow


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🔥 Trending Repository: googletest

📝 Denoscription: GoogleTest - Google Testing and Mocking Framework

🔗 Repository URL: https://github.com/google/googletest

🌐 Website: https://google.github.io/googletest/

📖 Readme: https://github.com/google/googletest#readme

📊 Statistics:
🌟 Stars: 36.8K stars
👀 Watchers: 1.2k
🍴 Forks: 10.5K forks

💻 Programming Languages: C++ - Python - Starlark - CMake - C - Shell - Batchfile

🏷️ Related Topics: Not available

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🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: GhostTrack

📝 Denoscription: Useful tool to track location or mobile number

🔗 Repository URL: https://github.com/HunxByts/GhostTrack

📖 Readme: https://github.com/HunxByts/GhostTrack#readme

📊 Statistics:
🌟 Stars: 3.3K stars
👀 Watchers: 56
🍴 Forks: 427 forks

💻 Programming Languages: Python

🏷️ Related Topics:
#python #linux #osint #phone_number #information #fyp #hacking #cybersecurity #indonesia #pentesting #ip_geolocation #termux #hacking_tool #information_gathering #python_hacking #termux_tool #osint_python #osint_tool #termux_hacks


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🔥 Trending Repository: leantime

📝 Denoscription: Leantime is a goals focused project management system for non-project managers. Building with ADHD, Autism, and dyslexia in mind.

🔗 Repository URL: https://github.com/Leantime/leantime

🌐 Website: https://leantime.io

📖 Readme: https://github.com/Leantime/leantime#readme

📊 Statistics:
🌟 Stars: 6.8K stars
👀 Watchers: 74
🍴 Forks: 715 forks

💻 Programming Languages: PHP - JavaScript - CSS - Blade - Twig - HTML

🏷️ Related Topics:
#php #trello #jira #sql #agile #calendar #projects #project_management #kanban #scrum #lean #strategy #timesheets #asana #gantt #hacktoberfest #notion #retrospective #clickup #leantime


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🔥 Trending Repository: clash-verge-rev

📝 Denoscription: A modern GUI client based on Tauri, designed to run in Windows, macOS and Linux for tailored proxy experience

🔗 Repository URL: https://github.com/clash-verge-rev/clash-verge-rev

🌐 Website: https://www.clashverge.dev

📖 Readme: https://github.com/clash-verge-rev/clash-verge-rev#readme

📊 Statistics:
🌟 Stars: 71.6K stars
👀 Watchers: 204
🍴 Forks: 5.4K forks

💻 Programming Languages: TypeScript - Rust - JavaScript - NSIS - Shell - SCSS

🏷️ Related Topics:
#windows #linux #mac #clash #tauri_app #clash_verge #clash_meta #mihomo


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🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: winapps

📝 Denoscription: Run Windows apps such as Microsoft Office/Adobe in Linux (Ubuntu/Fedora) and GNOME/KDE as if they were a part of the native OS, including Nautilus integration. Hard fork ofhttps://github.com/Fmstrat/winapps/

🔗 Repository URL: https://github.com/winapps-org/winapps

📖 Readme: https://github.com/winapps-org/winapps#readme

📊 Statistics:
🌟 Stars: 4.6K stars
👀 Watchers: 31
🍴 Forks: 155 forks

💻 Programming Languages: Shell - PowerShell - Nix - Batchfile

🏷️ Related Topics:
#windows #linux #docker #integration #kde #gnome #nautilus #qemu #xfce #wine #libvirt #freerdp #linux_app #cassowary #hacktoberfest #qemu_kvm #seamless #podman #nix_flake #winapps


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🔥 Trending Repository: zls

📝 Denoscription: A language server for Zig supporting developers with features like autocomplete and goto definition

🔗 Repository URL: https://github.com/zigtools/zls

🌐 Website: https://zigtools.org/zls/install/

📖 Readme: https://github.com/zigtools/zls#readme

📊 Statistics:
🌟 Stars: 4K stars
👀 Watchers: 34
🍴 Forks: 379 forks

💻 Programming Languages: Zig - Nix

🏷️ Related Topics:
#language_server #zig #language_server_protocol #lsp #lsp_server #ziglang #zls


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🔥 Trending Repository: DeepCode

📝 Denoscription: "DeepCode: Open Agentic Coding (Paper2Code & Text2Web & Text2Backend)"

🔗 Repository URL: https://github.com/HKUDS/DeepCode

📖 Readme: https://github.com/HKUDS/DeepCode#readme

📊 Statistics:
🌟 Stars: 1.7K stars
👀 Watchers: 30
🍴 Forks: 231 forks

💻 Programming Languages: Python

🏷️ Related Topics:
#llm_agent #agentic_coding


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🔥 Trending Repository: mesh2motion-app

📝 Denoscription: Import a 3D Model and automatically assign and export animations

🔗 Repository URL: https://github.com/scottpetrovic/mesh2motion-app

📖 Readme: https://github.com/scottpetrovic/mesh2motion-app#readme

📊 Statistics:
🌟 Stars: 722 stars
👀 Watchers: 18
🍴 Forks: 66 forks

💻 Programming Languages: TypeScript - HTML - CSS - Python

🏷️ Related Topics: Not available

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🔥 Trending Repository: puck

📝 Denoscription: The visual editor for React

🔗 Repository URL: https://github.com/puckeditor/puck

🌐 Website: https://puckeditor.com

📖 Readme: https://github.com/puckeditor/puck#readme

📊 Statistics:
🌟 Stars: 8.2K stars
👀 Watchers: 50
🍴 Forks: 550 forks

💻 Programming Languages: TypeScript - MDX - CSS - JavaScript

🏷️ Related Topics: Not available

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🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: univer

📝 Denoscription: Build truly AI-native spreadsheets. Univer is a full-stack framework for creating and editing spreadsheets, documents, and slides on both web and server. With Univer MCP, Univer Sheet is driven directly through natural language.

🔗 Repository URL: https://github.com/dream-num/univer

🌐 Website: https://univer.ai

📖 Readme: https://github.com/dream-num/univer#readme

📊 Statistics:
🌟 Stars: 10.3K stars
👀 Watchers: 87
🍴 Forks: 910 forks

💻 Programming Languages: TypeScript

🏷️ Related Topics:
#productivity #slide #grid #sdk #excel #word #xlsx #spreadsheet #collaboration #office #powerpoint #document #data_table #doc #sheet #ppt #appnoscript #live_share #univer_mcp


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🔥 Trending Repository: awesome-deepseek-integration

📝 Denoscription: Integrate the DeepSeek API into popular softwares

🔗 Repository URL: https://github.com/deepseek-ai/awesome-deepseek-integration

📖 Readme: https://github.com/deepseek-ai/awesome-deepseek-integration#readme

📊 Statistics:
🌟 Stars: 33.5K stars
👀 Watchers: 376
🍴 Forks: 3.7K forks

💻 Programming Languages: Not available

🏷️ Related Topics: Not available

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🔥 Trending Repository: highway

📝 Denoscription: Performance-portable, length-agnostic SIMD with runtime dispatch

🔗 Repository URL: https://github.com/google/highway

📖 Readme: https://github.com/google/highway#readme

📊 Statistics:
🌟 Stars: 4.9K stars
👀 Watchers: 50
🍴 Forks: 374 forks

💻 Programming Languages: C++ - C - CMake - Starlark - Meson - Shell

🏷️ Related Topics:
#neon #wasm #avx #simd #intrinsics #avx2 #simd_programming #avx512 #simd_parallelism #simd_instructions #simd_library #sse42 #avx_instructions #simd_intrinsics #avx_512


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🔥 Trending Repository: chartdb

📝 Denoscription: Database diagrams editor that allows you to visualize and design your DB with a single query.

🔗 Repository URL: https://github.com/chartdb/chartdb

🌐 Website: https://chartdb.io

📖 Readme: https://github.com/chartdb/chartdb#readme

📊 Statistics:
🌟 Stars: 18.1K stars
👀 Watchers: 61
🍴 Forks: 968 forks

💻 Programming Languages: TypeScript

🏷️ Related Topics:
#react #visualization #mysql #editor #schema_migrations #typenoscript #sql #database #sqlite #postgresql #mariadb #db #mssql #erd #db_migration #react_flow #xyflow


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🔥 Trending Repository: SQLBot

📝 Denoscription: 基于大模型和 RAG 的智能问数系统。Text-to-SQL Generation via LLMs using RAG.

🔗 Repository URL: https://github.com/dataease/SQLBot

🌐 Website: https://dataease.cn/sqlbot/

📖 Readme: https://github.com/dataease/SQLBot#readme

📊 Statistics:
🌟 Stars: 968 stars
👀 Watchers: 13
🍴 Forks: 113 forks

💻 Programming Languages: Python - CSS - TypeScript - JavaScript - Shell - HTML

🏷️ Related Topics:
#text_to_sql #rag #nl2sql #text2sql #llm #sqlbot #deepseek #chatbi


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🔥 Trending Repository: pest

📝 Denoscription: Pest is an elegant PHP testing Framework with a focus on simplicity, meticulously designed to bring back the joy of testing in PHP.

🔗 Repository URL: https://github.com/pestphp/pest

🌐 Website: https://pestphp.com

📖 Readme: https://github.com/pestphp/pest#readme

📊 Statistics:
🌟 Stars: 10.7K stars
👀 Watchers: 55
🍴 Forks: 404 forks

💻 Programming Languages: PHP

🏷️ Related Topics:
#testing #php #framework #pest


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🔥 Trending Repository: RL

📝 Denoscription: Scalable toolkit for efficient model reinforcement

🔗 Repository URL: https://github.com/NVIDIA-NeMo/RL

🌐 Website: https://docs.nvidia.com/nemo/rl/latest/index.html

📖 Readme: https://github.com/NVIDIA-NeMo/RL#readme

📊 Statistics:
🌟 Stars: 715 stars
👀 Watchers: 51
🍴 Forks: 109 forks

💻 Programming Languages: Python - Shell - Dockerfile

🏷️ Related Topics: Not available

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1
Forwarded from Data Analytics
📌 How to Create a Real-Time Gesture-to-Text Translator Using Python and Mediapipe

✍️ OMOTAYO OMOYEMI
🏷️ #Computer_Vision
2
Cheat Sheet for Data Cleaning in Python Pandas

1. Data Overview

import pandas as pd
df = pd.read_csv('data.csv')   # Load CSV
df.head(5)                     # First 5 rows
df.info()                      # Data types and null counts
df.describe()                  # Summary statistics


2. Handling Missing Values and Duplicates

df.isnull().sum()              # Count missing values
df.dropna()                    # Remove rows with nulls
df.fillna(0)                   # Fill missing values with zeros
df.duplicated().sum()          # Count duplicates
df.drop_duplicates()           # Remove duplicates


3. Renaming and Type Conversion

df.rename(columns={'old': 'new'})   # Rename column
df.astype({'col': 'int'})           # Change data type
df.columns.str.strip()              # Remove spaces


4. Filtering and Selection

df.loc[df['col'] > 100]             # Filter by condition
df.iloc[0:5]                        # Select by row index
df['col'].isin(['A', 'B'])          # Filter by values


5. Sorting and Grouping

df.sort_values('col')               # Sort ascending
df.groupby('group')['val'].mean()   # Group and aggregate
df['col'].value_counts()            # Count unique values


6. Column Operations

df['new'] = df['col1'] + df['col2']               # New column
df['col'] = df['col'].apply(lambda x: x*2)        # Apply function
df.drop('col', axis=1)                            # Drop column


7. Saving Cleaned Data

df.to_csv('cleaned.csv', index=False)  # Export to CSV
6