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📝 Description: 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

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📝 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:
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👀 Watchers: 55
🍴 Forks: 404 forks

💻 Programming Languages: PHP

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📝 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

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📌 How to Create a Real-Time Gesture-to-Text Translator Using Python and Mediapipe

✍️ OMOTAYO OMOYEMI
🏷️ #Computer_Vision

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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📝 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

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📝 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
🍴 Forks: 1K forks

💻 Programming Languages: TypeScript - MDX - Rust - CSS - JavaScript - Dockerfile

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📝 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:
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👀 Watchers: 640
🍴 Forks: 9.9K forks

💻 Programming Languages: Python

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📝 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:
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👀 Watchers: 2.3k
🍴 Forks: 32.8K forks

💻 Programming Languages: Python - Jinja

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📝 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

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👀 Watchers: 21
🍴 Forks: 68 forks

💻 Programming Languages: Python

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📝 Description: Klipper is a 3d-printer firmware

🔗 Repository URL: https://github.com/Klipper3d/klipper

📖 Readme: https://github.com/Klipper3d/klipper#readme

📊 Statistics:
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👀 Watchers: 368
🍴 Forks: 5.6K forks

💻 Programming Languages: C - Python - Jupyter Notebook - C++ - Assembly - Makefile

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📝 Description: All Algorithms implemented in Java

🔗 Repository URL: https://github.com/TheAlgorithms/Java

📖 Readme: https://github.com/TheAlgorithms/Java#readme

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🍴 Forks: 20.2K forks

💻 Programming Languages: Java - Dockerfile

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📝 Description: 🧡 Follow everything in one place

🔗 Repository URL: https://github.com/RSSNext/Folo

🌐 Website: https://folo.is

📖 Readme: https://github.com/RSSNext/Folo#readme

📊 Statistics:
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👀 Watchers: 119
🍴 Forks: 1.5K forks

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📝 Description: 11 Lessons to Get Started Building AI Agents

🔗 Repository URL: https://github.com/microsoft/ai-agents-for-beginners

🌐 Website: https://microsoft.github.io/ai-agents-for-beginners/

📖 Readme: https://github.com/microsoft/ai-agents-for-beginners#readme

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🍴 Forks: 11.1K forks

💻 Programming Languages: Jupyter Notebook - Python - Dockerfile

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📝 Description: Verifiers for LLM Reinforcement Learning

🔗 Repository URL: https://github.com/willccbb/verifiers

📖 Readme: https://github.com/willccbb/verifiers#readme

📊 Statistics:
🌟 Stars: 2.1K stars
👀 Watchers: 26
🍴 Forks: 267 forks

💻 Programming Languages: Python

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📝 Description: Download your Spotify playlists and songs along with album art and metadata (from YouTube if a match is found).

🔗 Repository URL: https://github.com/spotDL/spotify-downloader

🌐 Website: https://spotdl.readthedocs.io/en/latest/

📖 Readme: https://github.com/spotDL/spotify-downloader#readme

📊 Statistics:
🌟 Stars: 21.3K stars
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🍴 Forks: 1.9K forks

💻 Programming Languages: Python

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📝 Description: ⚡ Dynamically generated stats for your github readmes

🔗 Repository URL: https://github.com/anuraghazra/github-readme-stats

🌐 Website: https://github-readme-stats.vercel.app

📖 Readme: https://github.com/anuraghazra/github-readme-stats#readme

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📝 Description: Neural Networks: Zero to Hero

🔗 Repository URL: https://github.com/karpathy/nn-zero-to-hero

📖 Readme: https://github.com/karpathy/nn-zero-to-hero#readme

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🌟 Stars: 15.5K stars
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🍴 Forks: 2.2K forks

💻 Programming Languages: Jupyter Notebook

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📝 Description: Collection of extracted System Prompts from popular chatbots like ChatGPT, Claude & Gemini

🔗 Repository URL: https://github.com/asgeirtj/system_prompts_leaks

📖 Readme: https://github.com/asgeirtj/system_prompts_leaks#readme

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🍴 Forks: 2K forks

💻 Programming Languages: JavaScript

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📝 Description: 21 Lessons, Get Started Building with Generative AI

🔗 Repository URL: https://github.com/microsoft/generative-ai-for-beginners

📖 Readme: https://github.com/microsoft/generative-ai-for-beginners#readme

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📝 Description: List of projects that provide terminal user interfaces

🔗 Repository URL: https://github.com/rothgar/awesome-tuis

📖 Readme: https://github.com/rothgar/awesome-tuis#readme

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