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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๐Ÿ”ฅ Trending Repository: DeepCode

๐Ÿ“ Description: "DeepCode: Open Agentic Coding (Paper2Code & Text2Web & Text2Backend)"

๐Ÿ”— Repository URL: https://github.com/HKUDS/DeepCode

๐Ÿ“– Readme: https://github.com/HKUDS/DeepCode#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 1.7K stars
๐Ÿ‘€ Watchers: 30
๐Ÿด Forks: 231 forks

๐Ÿ’ป Programming Languages: Python

๐Ÿท๏ธ Related Topics:
#llm_agent #agentic_coding


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๐Ÿ”ฅ Trending Repository: mesh2motion-app

๐Ÿ“ Description: Import a 3D Model and automatically assign and export animations

๐Ÿ”— Repository URL: https://github.com/scottpetrovic/mesh2motion-app

๐Ÿ“– Readme: https://github.com/scottpetrovic/mesh2motion-app#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 722 stars
๐Ÿ‘€ Watchers: 18
๐Ÿด Forks: 66 forks

๐Ÿ’ป Programming Languages: TypeScript - HTML - CSS - Python

๐Ÿท๏ธ Related Topics: Not available

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๐Ÿ”ฅ Trending Repository: puck

๐Ÿ“ Description: The visual editor for React

๐Ÿ”— Repository URL: https://github.com/puckeditor/puck

๐ŸŒ Website: https://puckeditor.com

๐Ÿ“– Readme: https://github.com/puckeditor/puck#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 8.2K stars
๐Ÿ‘€ Watchers: 50
๐Ÿด Forks: 550 forks

๐Ÿ’ป Programming Languages: TypeScript - MDX - CSS - JavaScript

๐Ÿท๏ธ Related Topics: Not available

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๐Ÿ”ฅ Trending Repository: univer

๐Ÿ“ 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.

๐Ÿ”— Repository URL: https://github.com/dream-num/univer

๐ŸŒ Website: https://univer.ai

๐Ÿ“– Readme: https://github.com/dream-num/univer#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 10.3K stars
๐Ÿ‘€ Watchers: 87
๐Ÿด Forks: 910 forks

๐Ÿ’ป Programming Languages: TypeScript

๐Ÿท๏ธ 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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๐Ÿ”ฅ Trending Repository: awesome-deepseek-integration

๐Ÿ“ Description: Integrate the DeepSeek API into popular softwares

๐Ÿ”— Repository URL: https://github.com/deepseek-ai/awesome-deepseek-integration

๐Ÿ“– Readme: https://github.com/deepseek-ai/awesome-deepseek-integration#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 33.5K stars
๐Ÿ‘€ Watchers: 376
๐Ÿด Forks: 3.7K forks

๐Ÿ’ป Programming Languages: Not available

๐Ÿท๏ธ Related Topics: Not available

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๐Ÿ”ฅ Trending Repository: highway

๐Ÿ“ Description: Performance-portable, length-agnostic SIMD with runtime dispatch

๐Ÿ”— Repository URL: https://github.com/google/highway

๐Ÿ“– Readme: https://github.com/google/highway#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 4.9K stars
๐Ÿ‘€ Watchers: 50
๐Ÿด Forks: 374 forks

๐Ÿ’ป Programming Languages: C++ - C - CMake - Starlark - Meson - Shell

๐Ÿท๏ธ 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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๐Ÿ”ฅ Trending Repository: chartdb

๐Ÿ“ Description: Database diagrams editor that allows you to visualize and design your DB with a single query.

๐Ÿ”— Repository URL: https://github.com/chartdb/chartdb

๐ŸŒ Website: https://chartdb.io

๐Ÿ“– Readme: https://github.com/chartdb/chartdb#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 18.1K stars
๐Ÿ‘€ Watchers: 61
๐Ÿด Forks: 968 forks

๐Ÿ’ป Programming Languages: TypeScript

๐Ÿท๏ธ 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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๐Ÿ”ฅ Trending Repository: SQLBot

๐Ÿ“ Description: ๅŸบไบŽๅคงๆจกๅž‹ๅ’Œ RAG ็š„ๆ™บ่ƒฝ้—ฎๆ•ฐ็ณป็ปŸใ€‚Text-to-SQL Generation via LLMs using RAG.

๐Ÿ”— Repository URL: https://github.com/dataease/SQLBot

๐ŸŒ Website: https://dataease.cn/sqlbot/

๐Ÿ“– Readme: https://github.com/dataease/SQLBot#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 968 stars
๐Ÿ‘€ Watchers: 13
๐Ÿด Forks: 113 forks

๐Ÿ’ป Programming Languages: Python - CSS - TypeScript - JavaScript - Shell - HTML

๐Ÿท๏ธ Related Topics:
#text_to_sql #rag #nl2sql #text2sql #llm #sqlbot #deepseek #chatbi


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๐Ÿ”ฅ Trending Repository: pest

๐Ÿ“ Description: Pest is an elegant PHP testing Framework with a focus on simplicity, meticulously designed to bring back the joy of testing in PHP.

๐Ÿ”— Repository URL: https://github.com/pestphp/pest

๐ŸŒ Website: https://pestphp.com

๐Ÿ“– Readme: https://github.com/pestphp/pest#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 10.7K stars
๐Ÿ‘€ Watchers: 55
๐Ÿด Forks: 404 forks

๐Ÿ’ป Programming Languages: PHP

๐Ÿท๏ธ Related Topics:
#testing #php #framework #pest


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๐Ÿ”ฅ Trending Repository: RL

๐Ÿ“ Description: Scalable toolkit for efficient model reinforcement

๐Ÿ”— Repository URL: https://github.com/NVIDIA-NeMo/RL

๐ŸŒ Website: https://docs.nvidia.com/nemo/rl/latest/index.html

๐Ÿ“– Readme: https://github.com/NVIDIA-NeMo/RL#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 715 stars
๐Ÿ‘€ Watchers: 51
๐Ÿด Forks: 109 forks

๐Ÿ’ป Programming Languages: Python - Shell - Dockerfile

๐Ÿท๏ธ Related Topics: Not available

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Forwarded from Data Analytics
๐Ÿ“Œ How to Create a Real-Time Gesture-to-Text Translator Using Python and Mediapipe

โœ๏ธ OMOTAYO OMOYEMI
๐Ÿท๏ธ #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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๐Ÿ”ฅ Trending Repository: free-programming-books

๐Ÿ“ Description: ๐Ÿ“š Freely available programming books

๐Ÿ”— Repository URL: https://github.com/EbookFoundation/free-programming-books

๐ŸŒ Website: https://ebookfoundation.github.io/free-programming-books/

๐Ÿ“– Readme: https://github.com/EbookFoundation/free-programming-books#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 366K stars
๐Ÿ‘€ Watchers:
๐Ÿด Forks: 63.9K forks

๐Ÿ’ป Programming Languages: Python - HTML

๐Ÿท๏ธ Related Topics:
#education #list #books #resource #hacktoberfest


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๐Ÿ”ฅ Trending Repository: midday

๐Ÿ“ Description: Invoicing, Time tracking, File reconciliation, Storage, Financial Overview & your own Assistant made for Freelancers

๐Ÿ”— Repository URL: https://github.com/midday-ai/midday

๐ŸŒ Website: https://midday.ai

๐Ÿ“– Readme: https://github.com/midday-ai/midday#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 11.1K stars
๐Ÿ‘€ Watchers: 68
๐Ÿด Forks: 1K forks

๐Ÿ’ป Programming Languages: TypeScript - MDX - Rust - CSS - JavaScript - Dockerfile

๐Ÿท๏ธ Related Topics:
#finance #typescript #nextjs #tailwind #supabase


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๐Ÿ”ฅ Trending Repository: yt-dlp

๐Ÿ“ Description: A feature-rich command-line audio/video downloader

๐Ÿ”— Repository URL: https://github.com/yt-dlp/yt-dlp

๐ŸŒ Website: https://discord.gg/H5MNcFW63r

๐Ÿ“– Readme: https://github.com/yt-dlp/yt-dlp#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 124K stars
๐Ÿ‘€ Watchers: 640
๐Ÿด Forks: 9.9K forks

๐Ÿ’ป Programming Languages: Python

๐Ÿท๏ธ Related Topics:
#python #cli #downloader #youtube_dl #youtube_downloader #sponsorblock #yt_dlp


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๐Ÿ”ฅ Trending Repository: django

๐Ÿ“ Description: The Web framework for perfectionists with deadlines.

๐Ÿ”— Repository URL: https://github.com/django/django

๐ŸŒ Website: https://www.djangoproject.com/

๐Ÿ“– Readme: https://github.com/django/django#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 84.7K stars
๐Ÿ‘€ Watchers: 2.3k
๐Ÿด Forks: 32.8K forks

๐Ÿ’ป Programming Languages: Python - Jinja

๐Ÿท๏ธ Related Topics:
#python #django #views #framework #orm #web #apps #templates #models


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๐Ÿ”ฅ Trending Repository: ComfyUI-nunchaku

๐Ÿ“ Description: ComfyUI Plugin of Nunchaku

๐Ÿ”— Repository URL: https://github.com/nunchaku-tech/ComfyUI-nunchaku

๐ŸŒ Website: https://nunchaku.tech/docs/ComfyUI-nunchaku/

๐Ÿ“– Readme: https://github.com/nunchaku-tech/ComfyUI-nunchaku#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 1.9K stars
๐Ÿ‘€ Watchers: 21
๐Ÿด Forks: 68 forks

๐Ÿ’ป Programming Languages: Python

๐Ÿท๏ธ Related Topics:
#flux #quantization #diffusion #mlsys #comfyui #genai


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๐Ÿ”ฅ Trending Repository: klipper

๐Ÿ“ Description: Klipper is a 3d-printer firmware

๐Ÿ”— Repository URL: https://github.com/Klipper3d/klipper

๐Ÿ“– Readme: https://github.com/Klipper3d/klipper#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 10.7K stars
๐Ÿ‘€ Watchers: 368
๐Ÿด Forks: 5.6K forks

๐Ÿ’ป Programming Languages: C - Python - Jupyter Notebook - C++ - Assembly - Makefile

๐Ÿท๏ธ Related Topics: Not available

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๐Ÿ”ฅ Trending Repository: Java

๐Ÿ“ Description: All Algorithms implemented in Java

๐Ÿ”— Repository URL: https://github.com/TheAlgorithms/Java

๐Ÿ“– Readme: https://github.com/TheAlgorithms/Java#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 62.8K stars
๐Ÿ‘€ Watchers: 2.2k
๐Ÿด Forks: 20.2K forks

๐Ÿ’ป Programming Languages: Java - Dockerfile

๐Ÿท๏ธ Related Topics:
#search #java #algorithm #algorithms #sort #data_structures #sorting_algorithms #algorithm_challenges #hacktoberfest #algorithms_datastructures


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๐Ÿ”ฅ Trending Repository: Folo

๐Ÿ“ Description: ๐Ÿงก Follow everything in one place

๐Ÿ”— Repository URL: https://github.com/RSSNext/Folo

๐ŸŒ Website: https://folo.is

๐Ÿ“– Readme: https://github.com/RSSNext/Folo#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 32K stars
๐Ÿ‘€ Watchers: 119
๐Ÿด Forks: 1.5K forks

๐Ÿ’ป Programming Languages: TypeScript - Swift - JavaScript - CSS - Kotlin - HTML

๐Ÿท๏ธ Related Topics:
#rss #ai #rss_reader #blockchain #reader


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๐Ÿ”ฅ Trending Repository: ai-agents-for-beginners

๐Ÿ“ Description: 11 Lessons to Get Started Building AI Agents

๐Ÿ”— Repository URL: https://github.com/microsoft/ai-agents-for-beginners

๐ŸŒ Website: https://microsoft.github.io/ai-agents-for-beginners/

๐Ÿ“– Readme: https://github.com/microsoft/ai-agents-for-beginners#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 34.9K stars
๐Ÿ‘€ Watchers: 328
๐Ÿด Forks: 11.1K forks

๐Ÿ’ป Programming Languages: Jupyter Notebook - Python - Dockerfile

๐Ÿท๏ธ Related Topics:
#ai_agents #autogen #generative_ai #semantic_kernel #ai_agents_framework #agentic_framework #agentic_rag #agentic_ai


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