Data Science Jupyter Notebooks
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Explore the world of Data Science through Jupyter Notebooksโ€”insights, tutorials, and tools to boost your data journey. Code, analyze, and visualize smarter with every post.
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๐Ÿ”ฅ Trending Repository: gpui-component

๐Ÿ“ Description: Rust GUI components for building fantastic cross-platform desktop application by using GPUI.

๐Ÿ”— Repository URL: https://github.com/longbridge/gpui-component

๐ŸŒ Website: https://longbridge.github.io/gpui-component/

๐Ÿ“– Readme: https://github.com/longbridge/gpui-component#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 5.7K stars
๐Ÿ‘€ Watchers: 27
๐Ÿด Forks: 232 forks

๐Ÿ’ป Programming Languages: Rust - Tree-sitter Query - HTML - Shell - Python - C

๐Ÿท๏ธ Related Topics:
#rust #gui #cross_platform #uikit #desktop_application #shadcn #gpui


==================================
๐Ÿง  By: https://t.me/DataScienceM
๐Ÿ”ฅ Trending Repository: headscale

๐Ÿ“ Description: An open source, self-hosted implementation of the Tailscale control server

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

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

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 32K stars
๐Ÿ‘€ Watchers: 172
๐Ÿด Forks: 1.7K forks

๐Ÿ’ป Programming Languages: Go

๐Ÿท๏ธ Related Topics:
#wireguard #tailscale #tailscale_control_server #tailscale_server


==================================
๐Ÿง  By: https://t.me/DataScienceM
๐Ÿ”ฅ Trending Repository: ai-engineering-hub

๐Ÿ“ Description: In-depth tutorials on LLMs, RAGs and real-world AI agent applications.

๐Ÿ”— Repository URL: https://github.com/patchy631/ai-engineering-hub

๐ŸŒ Website: https://join.dailydoseofds.com

๐Ÿ“– Readme: https://github.com/patchy631/ai-engineering-hub#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 19.1K stars
๐Ÿ‘€ Watchers: 241
๐Ÿด Forks: 3.2K forks

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

๐Ÿท๏ธ Related Topics:
#machine_learning #ai #mcp #agents #rag #llms


==================================
๐Ÿง  By: https://t.me/DataScienceM
๐Ÿ”ฅ Trending Repository: aws-devops-zero-to-hero

๐Ÿ“ Description: AWS zero to hero repo for devops engineers to learn AWS in 30 Days. This repo includes projects, presentations, interview questions and real time examples.

๐Ÿ”— Repository URL: https://github.com/iam-veeramalla/aws-devops-zero-to-hero

๐ŸŒ Website: https://www.youtube.com/@AbhishekVeeramalla

๐Ÿ“– Readme: https://github.com/iam-veeramalla/aws-devops-zero-to-hero#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 8.9K stars
๐Ÿ‘€ Watchers: 561
๐Ÿด Forks: 13.2K forks

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

๐Ÿท๏ธ Related Topics: Not available

==================================
๐Ÿง  By: https://t.me/DataScienceM
Forwarded from Machine Learning
In Python, building AI-powered Telegram bots unlocks massive potential for image generation, processing, and automationโ€”master this to create viral tools and ace full-stack interviews! ๐Ÿค–

# Basic Bot Setup - The foundation (PTB v20+ Async)
from telegram.ext import Application, CommandHandler, MessageHandler, filters

async def start(update, context):
await update.message.reply_text(
"โœจ AI Image Bot Active!\n"
"/generate - Create images from text\n"
"/enhance - Improve photo quality\n"
"/help - Full command list"
)

app = Application.builder().token("YOUR_BOT_TOKEN").build()
app.add_handler(CommandHandler("start", start))
app.run_polling()


# Image Generation - DALL-E Integration (OpenAI)
import openai
from telegram.ext import ContextTypes

openai.api_key = os.getenv("OPENAI_API_KEY")

async def generate(update: Update, context: ContextTypes.DEFAULT_TYPE):
if not context.args:
await update.message.reply_text("โŒ Usage: /generate cute robot astronaut")
return

prompt = " ".join(context.args)
try:
response = openai.Image.create(
prompt=prompt,
n=1,
size="1024x1024"
)
await update.message.reply_photo(
photo=response['data'][0]['url'],
caption=f"๐ŸŽจ Generated: *{prompt}*",
parse_mode="Markdown"
)
except Exception as e:
await update.message.reply_text(f"๐Ÿ”ฅ Error: {str(e)}")

app.add_handler(CommandHandler("generate", generate))


Learn more: https://hackmd.io/@husseinsheikho/building-AI-powered-Telegram-bots

#Python #TelegramBot #AI #ImageGeneration #StableDiffusion #OpenAI #MachineLearning #CodingInterview #FullStack #Chatbots #DeepLearning #ComputerVision #Programming #TechJobs #DeveloperTips #CareerGrowth #CloudComputing #Docker #APIs #Python3 #Productivity #TechTips


https://t.me/DataScienceM ๐Ÿฆพ
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๐ŸŽฅ Ditto: Innovations in Video Editing with AI

Ditto is an advanced platform for generating high-quality data for instruction-based video editing. It combines the power of image and video generators, creating a unique Ditto-1M dataset with one million examples, enabling the training of models like Editto with outstanding results.

๐Ÿš€Key highlights:
- Innovative data generation for video editing.
- Unique Ditto-1M dataset with one million examples.
- Efficient model architecture to reduce costs and improve quality.
- Use of an intelligent agent for filtering and quality control.

๐Ÿ“Œ GitHub: https://github.com/EzioBy/Ditto
๐Ÿ‘1
๐Ÿ”ฅ Trending Repository: opentelemetry-collector

๐Ÿ“ Description: OpenTelemetry Collector

๐Ÿ”— Repository URL: https://github.com/open-telemetry/opentelemetry-collector

๐ŸŒ Website: https://opentelemetry.io

๐Ÿ“– Readme: https://github.com/open-telemetry/opentelemetry-collector#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 5.9K stars
๐Ÿ‘€ Watchers: 88
๐Ÿด Forks: 1.8K forks

๐Ÿ’ป Programming Languages: Go

๐Ÿท๏ธ Related Topics:
#monitoring #metrics #telemetry #observability #opentelemetry #open_telemetry


==================================
๐Ÿง  By: https://t.me/DataScienceM
๐Ÿ”ฅ Trending Repository: Web-Dev-For-Beginners

๐Ÿ“ Description: 24 Lessons, 12 Weeks, Get Started as a Web Developer

๐Ÿ”— Repository URL: https://github.com/microsoft/Web-Dev-For-Beginners

๐Ÿ“– Readme: https://github.com/microsoft/Web-Dev-For-Beginners#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 92.5K stars
๐Ÿ‘€ Watchers: 2.7k
๐Ÿด Forks: 14.4K forks

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

๐Ÿท๏ธ Related Topics:
#javascript #css #html #learning #education #curriculum #tutorials #microsoft_for_beginners


==================================
๐Ÿง  By: https://t.me/DataScienceM
๐Ÿ”ฅ Trending Repository: VoiceInk

๐Ÿ“ Description: Voice-to-text app for macOS to transcribe what you say to text almost instantly

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

๐ŸŒ Website: https://tryvoiceink.com

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

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 2.2K stars
๐Ÿ‘€ Watchers: 10
๐Ÿด Forks: 276 forks

๐Ÿ’ป Programming Languages: Swift

๐Ÿท๏ธ Related Topics:
#macos #swift #macos_app


==================================
๐Ÿง  By: https://t.me/DataScienceM
๐Ÿ”ฅ Trending Repository: olmocr

๐Ÿ“ Description: Toolkit for linearizing PDFs for LLM datasets/training

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

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

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 14.9K stars
๐Ÿ‘€ Watchers: 77
๐Ÿด Forks: 1.1K forks

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

๐Ÿท๏ธ Related Topics: Not available

==================================
๐Ÿง  By: https://t.me/DataScienceM
This channels is for Programmers, Coders, Software Engineers.

0๏ธโƒฃ Python
1๏ธโƒฃ Data Science
2๏ธโƒฃ Machine Learning
3๏ธโƒฃ Data Visualization
4๏ธโƒฃ Artificial Intelligence
5๏ธโƒฃ Data Analysis
6๏ธโƒฃ Statistics
7๏ธโƒฃ Deep Learning
8๏ธโƒฃ programming Languages

โœ… https://t.me/addlist/8_rRW2scgfRhOTc0

โœ… https://t.me/Codeprogrammer
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๐Ÿ”ฅ Trending Repository: cpp-httplib

๐Ÿ“ Description: A C++ header-only HTTP/HTTPS server and client library

๐Ÿ”— Repository URL: https://github.com/yhirose/cpp-httplib

๐Ÿ“– Readme: https://github.com/yhirose/cpp-httplib#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 15.2K stars
๐Ÿ‘€ Watchers: 189
๐Ÿด Forks: 2.5K forks

๐Ÿ’ป Programming Languages: C++ - CMake - C - Meson - Makefile - Python

๐Ÿท๏ธ Related Topics:
#http #cpp #https #cpp11 #header_only


==================================
๐Ÿง  By: https://t.me/DataScienceM
๐Ÿ”ฅ Trending Repository: MONAI

๐Ÿ“ Description: AI Toolkit for Healthcare Imaging

๐Ÿ”— Repository URL: https://github.com/Project-MONAI/MONAI

๐ŸŒ Website: https://monai.io/

๐Ÿ“– Readme: https://github.com/Project-MONAI/MONAI#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 7K stars
๐Ÿ‘€ Watchers: 95
๐Ÿด Forks: 1.3K forks

๐Ÿ’ป Programming Languages: Python - C++ - Cuda

๐Ÿท๏ธ Related Topics:
#deep_learning #python3 #pytorch #medical_image_computing #medical_image_processing #healthcare_imaging #monai


==================================
๐Ÿง  By: https://t.me/DataScienceM
๐Ÿ”ฅ Trending Repository: jan

๐Ÿ“ Description: Jan is an open source alternative to ChatGPT that runs 100% offline on your computer.

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

๐ŸŒ Website: https://jan.ai/

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

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 38.4K stars
๐Ÿ‘€ Watchers: 203
๐Ÿด Forks: 2.3K forks

๐Ÿ’ป Programming Languages: TypeScript - Rust - Python - JavaScript - Shell - PowerShell

๐Ÿท๏ธ Related Topics:
#open_source #self_hosted #gpt #tauri #llm #chatgpt #llamacpp #localai


==================================
๐Ÿง  By: https://t.me/DataScienceM
๐Ÿ”ฅ Trending Repository: mem0

๐Ÿ“ Description: Universal memory layer for AI Agents; Announcing OpenMemory MCP - local and secure memory management.

๐Ÿ”— Repository URL: https://github.com/mem0ai/mem0

๐ŸŒ Website: https://mem0.ai

๐Ÿ“– Readme: https://github.com/mem0ai/mem0#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 42.1K stars
๐Ÿ‘€ Watchers: 203
๐Ÿด Forks: 4.5K forks

๐Ÿ’ป Programming Languages: Python - TypeScript - MDX - Jupyter Notebook - JavaScript - Shell

๐Ÿท๏ธ Related Topics:
#python #application #state_management #ai #memory #chatbots #memory_management #agents #hacktoberfest #ai_agents #long_term_memory #rag #llm #chatgpt #genai


==================================
๐Ÿง  By: https://t.me/DataScienceM
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๐Ÿ”ฅ Trending Repository: WeKnora

๐Ÿ“ Description: LLM-powered framework for deep document understanding, semantic retrieval, and context-aware answers using RAG paradigm.

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

๐ŸŒ Website: https://weknora.weixin.qq.com

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

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 6.8K stars
๐Ÿ‘€ Watchers: 43
๐Ÿด Forks: 778 forks

๐Ÿ’ป Programming Languages: Go - Vue - Python - TypeScript - Shell - Less

๐Ÿท๏ธ Related Topics:
#agent #golang #multi_tenant #ai #chatbot #evaluation #embeddings #openai #question_answering #chatbots #knowledge_base #semantic_search #reranking #multimodel #rag #vector_search #llm #generative_ai #agentic #ollama


==================================
๐Ÿง  By: https://t.me/DataScienceM
๐Ÿ”ฅ Trending Repository: claude-relay-service

๐Ÿ“ Description: CRS-่‡ชๅปบClaude Code้•œๅƒ๏ผŒไธ€็ซ™ๅผๅผ€ๆบไธญ่ฝฌๆœๅŠก๏ผŒ่ฎฉ Claudeใ€OpenAIใ€Geminiใ€Droid ่ฎข้˜…็ปŸไธ€ๆŽฅๅ…ฅ๏ผŒๆ”ฏๆŒๆ‹ผ่ฝฆๅ…ฑไบซ๏ผŒๆ›ด้ซ˜ๆ•ˆๅˆ†ๆ‘Šๆˆๆœฌ๏ผŒๅŽŸ็”Ÿๅทฅๅ…ทๆ— ็ผไฝฟ็”จใ€‚

๐Ÿ”— Repository URL: https://github.com/Wei-Shaw/claude-relay-service

๐ŸŒ Website: https://pincc.ai

๐Ÿ“– Readme: https://github.com/Wei-Shaw/claude-relay-service#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 4.6K stars
๐Ÿ‘€ Watchers: 13
๐Ÿด Forks: 769 forks

๐Ÿ’ป Programming Languages: JavaScript - Vue - Shell - CSS - Makefile - Dockerfile

๐Ÿท๏ธ Related Topics:
#droid #crs #claude #claude_api #gemini_cli #claude_code #codex_cli #claude_proxy #droid_cli #droid2api


==================================
๐Ÿง  By: https://t.me/DataScienceM
๐Ÿ”ฅ Trending Repository: Ventoy

๐Ÿ“ Description: A new bootable USB solution.

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

๐ŸŒ Website: https://www.ventoy.net

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

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 71.7K stars
๐Ÿ‘€ Watchers: 683
๐Ÿด Forks: 4.5K forks

๐Ÿ’ป Programming Languages: C - Shell - HTML - C++ - CSS - Makefile

๐Ÿท๏ธ Related Topics:
#windows #linux #unix #legacy #usb #multiboot #persistence #bsd #uefi #chromeos #iso_files #secure_boot #unattended #auto_install #bootable_usb


==================================
๐Ÿง  By: https://t.me/DataScienceM
๐Ÿ”ฅ Trending Repository: BettaFish

๐Ÿ“ Description: ๅพฎ่ˆ†๏ผšไบบไบบๅฏ็”จ็š„ๅคšAgent่ˆ†ๆƒ…ๅˆ†ๆžๅŠฉๆ‰‹๏ผŒๆ‰“็ ดไฟกๆฏ่Œงๆˆฟ๏ผŒ่ฟ˜ๅŽŸ่ˆ†ๆƒ…ๅŽŸ่ฒŒ๏ผŒ้ข„ๆต‹ๆœชๆฅ่ตฐๅ‘๏ผŒ่พ…ๅŠฉๅ†ณ็ญ–๏ผไปŽ0ๅฎž็Žฐ๏ผŒไธไพ่ต–ไปปไฝ•ๆก†ๆžถใ€‚

๐Ÿ”— Repository URL: https://github.com/666ghj/BettaFish

๐Ÿ“– Readme: https://github.com/666ghj/BettaFish#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 2.1K stars
๐Ÿ‘€ Watchers:
๐Ÿด Forks: 295 forks

๐Ÿ’ป Programming Languages: Python - HTML

๐Ÿท๏ธ Related Topics:
#nlp #sentiment_analysis #python3 #data_analysis #deep_search #multi_agent_system #agent_framework #public_opinion_analysis #llms #deep_research


==================================
๐Ÿง  By: https://t.me/DataScienceM
๐Ÿ”ฅ Trending Repository: LLaMA-Factory

๐Ÿ“ Description: Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)

๐Ÿ”— Repository URL: https://github.com/hiyouga/LLaMA-Factory

๐ŸŒ Website: https://llamafactory.readthedocs.io

๐Ÿ“– Readme: https://github.com/hiyouga/LLaMA-Factory#readme

๐Ÿ“Š Statistics:
๐ŸŒŸ Stars: 61.3K stars
๐Ÿ‘€ Watchers: 295
๐Ÿด Forks: 7.4K forks

๐Ÿ’ป Programming Languages: Python

๐Ÿท๏ธ Related Topics:
#nlp #agent #ai #transformers #moe #llama #gpt #lora #quantization #gemma #fine_tuning #peft #large_language_models #llm #rlhf #instruction_tuning #qlora #qwen #deepseek #llama3


==================================
๐Ÿง  By: https://t.me/DataScienceM
Clean Code Tip:

For reusable setup and teardown logic, you can create your own context managers. Instead of writing a full class with __enter__ and __exit__, use the @contextmanager decorator from the contextlib module for a more concise and elegant solution. This is a pro-level technique for robust resource management. ๐Ÿš€

Example:

import contextlib

# The verbose, class-based way to create a context manager
class DatabaseConnection:
def __init__(self, db_name):
self._db_name = db_name
self._conn = None
print(f"Initializing connection to {self._db_name}...")

def __enter__(self):
print("-> Entering context: Opening connection.")
self._conn = f"CONNECTION_TO_{self._db_name}" # Simulate connection
return self._conn

def __exit__(self, exc_type, exc_val, exc_tb):
print("<- Exiting context: Closing connection.")
self._conn = None # Simulate closing

print("--- Class-Based Way ---")
with DatabaseConnection("users.db") as conn:
print(f" Performing operations with {conn}")


# The clean, Pythonic way using a generator and @contextmanager
@contextlib.contextmanager
def managed_database(db_name):
print(f"Initializing connection to {db_name}...")
conn = f"CONNECTION_TO_{db_name}"
try:
print("-> Entering context: Yielding connection.")
yield conn # The code inside the 'with' block runs here
finally:
# This code is guaranteed to run, just like __exit__
print("<- Exiting context: Closing connection in 'finally'.")
conn = None

print("\n--- @contextmanager Way ---")
with managed_database("products.db") as conn:
print(f" Performing operations with {conn}")


โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”
By: @DataScienceN โœจ
โค1