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.

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๐Ÿ”ฅ Trending Repository: drawnix

๐Ÿ“ Description: ๅผ€ๆบ็™ฝๆฟๅทฅๅ…ท๏ผˆSaaS๏ผ‰๏ผŒไธ€ไฝ“ๅŒ–็™ฝๆฟ๏ผŒๅŒ…ๅซๆ€็ปดๅฏผๅ›พใ€ๆต็จ‹ๅ›พใ€่‡ช็”ฑ็”ป็ญ‰ใ€‚All in one open-source whiteboard tool with mind, flowchart, freehand and etc.

๐Ÿ”— Repository URL: https://github.com/plait-board/drawnix

๐ŸŒ Website: https://drawnix.com

๐Ÿ“– Readme: https://github.com/plait-board/drawnix#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 5.5K stars
๐Ÿ‘€ Watchers: 17
๐Ÿด Forks: 432 forks

๐Ÿ’ป Programming Languages: TypeScript - SCSS - HTML

๐Ÿท๏ธ Related Topics:
#productivity #drawing #collaboration #whiteboard #flowchart #mindmap #localfirst


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๐Ÿง  By: https://t.iss.one/DataScienceM
๐Ÿ”ฅ Trending Repository: budibase

๐Ÿ“ Description: Create business apps and automate workflows in minutes. Supports PostgreSQL, MySQL, MariaDB, MSSQL, MongoDB, Rest API, Docker, K8s, and more ๐Ÿš€ No code / Low code platform..

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

๐ŸŒ Website: https://budibase.com

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

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 25.9K stars
๐Ÿ‘€ Watchers: 218
๐Ÿด Forks: 1.9K forks

๐Ÿ’ป Programming Languages: TypeScript - Svelte - JavaScript - CSS - Shell - Handlebars

๐Ÿท๏ธ 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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๐Ÿ”ฅ Trending Repository: sim

๐Ÿ“ Description: 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.

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

๐ŸŒ Website: https://www.sim.ai

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

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 11.6K stars
๐Ÿ‘€ Watchers: 68
๐Ÿด Forks: 1.4K forks

๐Ÿ’ป Programming Languages: TypeScript - MDX - Python - CSS - Shell - Smarty

๐Ÿท๏ธ Related Topics:
#react #automation #typescript #ai #nextjs #chatbot #artificial_intelligence #gemini #openai #agents #low_code #no_code #rag #anthropic #deepseek #aiagents #agentic_workflow #agent_workflow


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๐Ÿ”ฅ Trending Repository: googletest

๐Ÿ“ Description: GoogleTest - Google Testing and Mocking Framework

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

๐ŸŒ Website: https://google.github.io/googletest/

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

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 36.8K stars
๐Ÿ‘€ Watchers: 1.2k
๐Ÿด Forks: 10.5K forks

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

๐Ÿท๏ธ Related Topics: Not available

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๐Ÿง  By: https://t.iss.one/DataScienceM
๐Ÿ”ฅ Trending Repository: GhostTrack

๐Ÿ“ Description: Useful tool to track location or mobile number

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

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

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 3.3K stars
๐Ÿ‘€ Watchers: 56
๐Ÿด Forks: 427 forks

๐Ÿ’ป Programming Languages: Python

๐Ÿท๏ธ 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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๐Ÿง  By: https://t.iss.one/DataScienceM
๐Ÿ”ฅ Trending Repository: leantime

๐Ÿ“ Description: Leantime is a goals focused project management system for non-project managers. Building with ADHD, Autism, and dyslexia in mind.

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

๐ŸŒ Website: https://leantime.io

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

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 6.8K stars
๐Ÿ‘€ Watchers: 74
๐Ÿด Forks: 715 forks

๐Ÿ’ป Programming Languages: PHP - JavaScript - CSS - Blade - Twig - HTML

๐Ÿท๏ธ 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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๐Ÿ”ฅ Trending Repository: clash-verge-rev

๐Ÿ“ Description: A modern GUI client based on Tauri, designed to run in Windows, macOS and Linux for tailored proxy experience

๐Ÿ”— Repository URL: https://github.com/clash-verge-rev/clash-verge-rev

๐ŸŒ Website: https://www.clashverge.dev

๐Ÿ“– Readme: https://github.com/clash-verge-rev/clash-verge-rev#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 71.6K stars
๐Ÿ‘€ Watchers: 204
๐Ÿด Forks: 5.4K forks

๐Ÿ’ป Programming Languages: TypeScript - Rust - JavaScript - NSIS - Shell - SCSS

๐Ÿท๏ธ Related Topics:
#windows #linux #mac #clash #tauri_app #clash_verge #clash_meta #mihomo


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๐Ÿง  By: https://t.iss.one/DataScienceM
๐Ÿ”ฅ Trending Repository: winapps

๐Ÿ“ 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/

๐Ÿ”— Repository URL: https://github.com/winapps-org/winapps

๐Ÿ“– Readme: https://github.com/winapps-org/winapps#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 4.6K stars
๐Ÿ‘€ Watchers: 31
๐Ÿด Forks: 155 forks

๐Ÿ’ป Programming Languages: Shell - PowerShell - Nix - Batchfile

๐Ÿท๏ธ 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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๐Ÿง  By: https://t.iss.one/DataScienceM
โค1
๐Ÿ”ฅ Trending Repository: zls

๐Ÿ“ Description: A language server for Zig supporting developers with features like autocomplete and goto definition

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

๐ŸŒ Website: https://zigtools.org/zls/install/

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

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 4K stars
๐Ÿ‘€ Watchers: 34
๐Ÿด Forks: 379 forks

๐Ÿ’ป Programming Languages: Zig - Nix

๐Ÿท๏ธ Related Topics:
#language_server #zig #language_server_protocol #lsp #lsp_server #ziglang #zls


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๐Ÿง  By: https://t.iss.one/DataScienceM
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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๐Ÿง  By: https://t.iss.one/DataScienceM
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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๐Ÿง  By: https://t.iss.one/DataScienceM
โค1
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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๐Ÿง  By: https://t.iss.one/DataScienceM
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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๐Ÿง  By: https://t.iss.one/DataScienceM
โค1
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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๐Ÿง  By: https://t.iss.one/DataScienceM
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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๐Ÿง  By: https://t.iss.one/DataScienceM
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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๐Ÿง  By: https://t.iss.one/DataScienceM
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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๐Ÿง  By: https://t.iss.one/DataScienceM
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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๐Ÿง  By: https://t.iss.one/DataScienceM
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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๐Ÿง  By: https://t.iss.one/DataScienceM
โค1
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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