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
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ðŸ”Ĩ Trending Repository: clash-verge-rev

📝 Description: 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
ðŸī Forks: 5.4K forks

ðŸ’ŧ Programming Languages: TypeScript - Rust - JavaScript - NSIS - Shell - SCSS

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


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🧠 By: https://t.iss.one/DataScienceM
ðŸ”Ĩ Trending Repository: winapps

📝 Description: 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
ðŸī Forks: 155 forks

ðŸ’ŧ Programming Languages: Shell - PowerShell - Nix - Batchfile

🏷ïļ 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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ðŸ”Ĩ Trending Repository: zls

📝 Description: 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
ðŸī Forks: 379 forks

ðŸ’ŧ Programming Languages: Zig - Nix

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


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🧠 By: https://t.iss.one/DataScienceM
ðŸ”Ĩ Trending Repository: DeepCode

📝 Description: "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
ðŸī Forks: 231 forks

ðŸ’ŧ Programming Languages: Python

🏷ïļ Related Topics:
#llm_agent #agentic_coding


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ðŸ”Ĩ Trending Repository: mesh2motion-app

📝 Description: 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
ðŸī Forks: 66 forks

ðŸ’ŧ Programming Languages: TypeScript - HTML - CSS - Python

🏷ïļ Related Topics: Not available

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ðŸ”Ĩ Trending Repository: puck

📝 Description: 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
ðŸī Forks: 550 forks

ðŸ’ŧ Programming Languages: TypeScript - MDX - CSS - JavaScript

🏷ïļ Related Topics: Not available

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🧠 By: https://t.iss.one/DataScienceM
ðŸ”Ĩ Trending Repository: univer

📝 Description: 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
ðŸī Forks: 910 forks

ðŸ’ŧ Programming Languages: TypeScript

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


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ðŸ”Ĩ Trending Repository: awesome-deepseek-integration

📝 Description: 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
ðŸī Forks: 3.7K forks

ðŸ’ŧ Programming Languages: Not available

🏷ïļ Related Topics: Not available

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🧠 By: https://t.iss.one/DataScienceM
ðŸ”Ĩ Trending Repository: highway

📝 Description: 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
ðŸī Forks: 374 forks

ðŸ’ŧ Programming Languages: C++ - C - CMake - Starlark - Meson - Shell

🏷ïļ 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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🧠 By: https://t.iss.one/DataScienceM
ðŸ”Ĩ Trending Repository: chartdb

📝 Description: 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
ðŸī Forks: 968 forks

ðŸ’ŧ Programming Languages: TypeScript

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


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ðŸ”Ĩ Trending Repository: SQLBot

📝 Description: 埚䚎åΧæĻĄåž‹å’Œ RAG įš„æ™ščƒ―é—Ū数įģŧįŧŸã€‚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
ðŸī Forks: 113 forks

ðŸ’ŧ Programming Languages: Python - CSS - TypeScript - JavaScript - Shell - HTML

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


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🧠 By: https://t.iss.one/DataScienceM
ðŸ”Ĩ Trending Repository: pest

📝 Description: 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
ðŸī Forks: 404 forks

ðŸ’ŧ Programming Languages: PHP

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


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🧠 By: https://t.iss.one/DataScienceM
ðŸ”Ĩ Trending Repository: RL

📝 Description: 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
ðŸī Forks: 109 forks

ðŸ’ŧ Programming Languages: Python - Shell - Dockerfile

🏷ïļ Related Topics: Not available

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🧠 By: https://t.iss.one/DataScienceM
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Forwarded from Data Analytics
📌 How to Create a Real-Time Gesture-to-Text Translator Using Python and Mediapipe

✍ïļ OMOTAYO OMOYEMI
🏷ïļ #Computer_Vision
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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
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ðŸ”Ĩ Trending Repository: free-programming-books

📝 Description: 📚 Freely available programming books

🔗 Repository URL: https://github.com/EbookFoundation/free-programming-books

🌐 Website: https://ebookfoundation.github.io/free-programming-books/

📖 Readme: https://github.com/EbookFoundation/free-programming-books#readme

📊 Statistics:
🌟 Stars: 366K stars
👀 Watchers:
ðŸī Forks: 63.9K forks

ðŸ’ŧ Programming Languages: Python - HTML

🏷ïļ Related Topics:
#education #list #books #resource #hacktoberfest


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ðŸ”Ĩ Trending Repository: midday

📝 Description: Invoicing, Time tracking, File reconciliation, Storage, Financial Overview & your own Assistant made for Freelancers

🔗 Repository URL: https://github.com/midday-ai/midday

🌐 Website: https://midday.ai

📖 Readme: https://github.com/midday-ai/midday#readme

📊 Statistics:
🌟 Stars: 11.1K stars
👀 Watchers: 68
ðŸī Forks: 1K forks

ðŸ’ŧ Programming Languages: TypeScript - MDX - Rust - CSS - JavaScript - Dockerfile

🏷ïļ Related Topics:
#finance #typescript #nextjs #tailwind #supabase


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🧠 By: https://t.iss.one/DataScienceM
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ðŸ”Ĩ Trending Repository: yt-dlp

📝 Description: A feature-rich command-line audio/video downloader

🔗 Repository URL: https://github.com/yt-dlp/yt-dlp

🌐 Website: https://discord.gg/H5MNcFW63r

📖 Readme: https://github.com/yt-dlp/yt-dlp#readme

📊 Statistics:
🌟 Stars: 124K stars
👀 Watchers: 640
ðŸī Forks: 9.9K forks

ðŸ’ŧ Programming Languages: Python

🏷ïļ Related Topics:
#python #cli #downloader #youtube_dl #youtube_downloader #sponsorblock #yt_dlp


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ðŸ”Ĩ Trending Repository: django

📝 Description: The Web framework for perfectionists with deadlines.

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

🌐 Website: https://www.djangoproject.com/

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

📊 Statistics:
🌟 Stars: 84.7K stars
👀 Watchers: 2.3k
ðŸī Forks: 32.8K forks

ðŸ’ŧ Programming Languages: Python - Jinja

🏷ïļ Related Topics:
#python #django #views #framework #orm #web #apps #templates #models


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🧠 By: https://t.iss.one/DataScienceM
ðŸ”Ĩ Trending Repository: ComfyUI-nunchaku

📝 Description: ComfyUI Plugin of Nunchaku

🔗 Repository URL: https://github.com/nunchaku-tech/ComfyUI-nunchaku

🌐 Website: https://nunchaku.tech/docs/ComfyUI-nunchaku/

📖 Readme: https://github.com/nunchaku-tech/ComfyUI-nunchaku#readme

📊 Statistics:
🌟 Stars: 1.9K stars
👀 Watchers: 21
ðŸī Forks: 68 forks

ðŸ’ŧ Programming Languages: Python

🏷ïļ Related Topics:
#flux #quantization #diffusion #mlsys #comfyui #genai


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