Machine Learning
39.6K subscribers
3.93K photos
34 videos
46 files
1.33K links
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
Download Telegram
πŸ€–πŸ§  LangExtract by Google: Transforming Unstructured Text into Structured Data with LLM Precision

πŸ—“οΈ 27 Oct 2025
πŸ“š AI News & Trends

In the world of data-driven decision-making, one of the biggest challenges lies in extracting meaningful insights from unstructured text β€” documents, reports, emails or articles that lack consistent structure. Manually organizing this information is both time-consuming and prone to errors. Enter LangExtract, an advanced Python library by Google that leverages Large Language Models (LLMs) like ...

#LangExtract #LLM #StructuredData #UnstructuredText #PythonLibrary #GoogleAI
❀1
πŸ“Œ The Power of Framework Dimensions: What Data Scientists Should Know

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-10-26 | ⏱️ Read time: 15 min read

Practical guidance and a case study
In Python, building AI-powered Telegram bots unlocks massive potential for image generation, processing, and automationβ€”master this to create viral tools and ace full-stack interviews! πŸ€–

# 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(
"✨ 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("❌ 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"🎨 Generated: *{prompt}*",
parse_mode="Markdown"
)
except Exception as e:
await update.message.reply_text(f"πŸ”₯ 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 🦾
Please open Telegram to view this post
VIEW IN TELEGRAM
❀1
πŸ€–πŸ§  AI Projects : A Comprehensive Showcase of Machine Learning, Deep Learning and Generative AI

πŸ—“οΈ 27 Oct 2025
πŸ“š AI News & Trends

Artificial Intelligence (AI) is transforming industries across the globe, driving innovation through automation, data-driven insights and intelligent decision-making. Whether it’s predicting house prices, detecting diseases or building conversational chatbots, AI is at the core of modern digital solutions. The AI Project Gallery by Hema Kalyan Murapaka is an exceptional GitHub repository that curates a wide ...

#AI #MachineLearning #DeepLearning #GenerativeAI #ArtificialIntelligence #GitHub
πŸ“Œ AI Agents: From Assistants for Efficiency to Leaders of Tomorrow?

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-10-26 | ⏱️ Read time: 9 min read

How artificial intelligence is evolving from β€œsimple” assistants to potential architect of our future-even CEOs…
πŸ€–πŸ§  Reinforcement Learning for Large Language Models: A Complete Guide from Foundations to Frontiers Arun Shankar, AI Engineer at Google

πŸ—“οΈ 27 Oct 2025
πŸ“š AI News & Trends

Artificial Intelligence is evolving rapidly and at the center of this evolution is Reinforcement Learning (RL), the science of teaching machines to make better decisions through experience and feedback. In β€œReinforcement Learning for Large Language Models: A Complete Guide from Foundations to Frontiers”, Arun Shankar, an Applied AI Engineer at Google presents one of the ...

#ReinforcementLearning #LargeLanguageModels #ArtificialIntelligence #MachineLearning #AIEngineer #Google
❀4
πŸ“Œ How to Control a Robot with Python

πŸ—‚ Category: ROBOTICS

πŸ•’ Date: 2025-10-23 | ⏱️ Read time: 10 min read

3D simulations and movement control with PyBullet
❀2
πŸ“Œ A Real-World Example of Using UDF in DAX

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-10-27 | ⏱️ Read time: 8 min read

With the September 2025 release of Power BI, we get the new user-defined function feature.…
πŸ“Œ How to Apply Powerful AI Audio Models to Real-World Applications

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-10-27 | ⏱️ Read time: 8 min read

Learn about different types of AI audio models and the application areas they can be…
πŸ“Œ The Machine Learning Lessons I’ve Learned This Month

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-10-27 | ⏱️ Read time: 6 min read

October 2025: READMEs, MIGs, and movements
πŸ“Œ Building a Monitoring System That Actually Works

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-10-27 | ⏱️ Read time: 16 min read

A step-by-step guide to catching real anomalies without drowning in false alerts
πŸ€–πŸ§  Free for 1 Year: ChatGPT Go’s Big Move in India

πŸ—“οΈ 28 Oct 2025
πŸ“š AI News & Trends

On 28 October 2025, OpenAI announced that its mid-tier subscription plan, ChatGPT Go, will be available free for one full year in India starting from 4 November. (www.ndtv.com) What is ChatGPT Go? What’s the deal? Why this matters ? Things to check / caveats What should users do? Broader implications This move by OpenAI indicates ...

#ChatGPTGo #OpenAI #India #FreeAccess #ArtificialIntelligence #TechNews
❀1
πŸ“Œ Multiple Linear Regression Explained Simply (Part 1)

πŸ—‚ Category: MATH

πŸ•’ Date: 2025-10-23 | ⏱️ Read time: 19 min read

The math behind fitting a plane instead of a line.
πŸ‘1
πŸ€–πŸ§  Agent Lightning By Microsoft: Reinforcement Learning Framework to Train Any AI Agent

πŸ—“οΈ 28 Oct 2025
πŸ“š Agentic AI

Artificial Intelligence (AI) is rapidly moving from static models to intelligent agents capable of reasoning, adapting, and performing complex, real-world tasks. However, training these agents effectively remains a major challenge. Most frameworks today tightly couple the agent’s logic with training processes making it hard to scale or transfer across use cases. Enter Agent Lightning, a ...

#AgentLightning #Microsoft #ReinforcementLearning #AIAgents #ArtificialIntelligence #MachineLearning
❀1
πŸ“Œ TDS Newsletter: What Happens When AI Reaches Its Limits?

πŸ—‚ Category: THE VARIABLE

πŸ•’ Date: 2025-10-23 | ⏱️ Read time: 4 min read

From afar, new LLMs and the applications they power seem shiny, or even magical. The unrelenting pace…
❀1
πŸ€–πŸ§  PandasAI: Transforming Data Analysis with Conversational Artificial Intelligence

πŸ—“οΈ 28 Oct 2025
πŸ“š AI News & Trends

In a world dominated by data, the ability to analyze and interpret information efficiently has become a core competitive advantage. From business intelligence dashboards to large-scale machine learning models, data-driven decision-making fuels innovation across industries. Yet, for most people, data analysis remains a technical challenge requiring coding expertise, statistical knowledge and familiarity with libraries like ...

#PandasAI #ConversationalAI #DataAnalysis #ArtificialIntelligence #DataScience #MachineLearning
❀1
πŸ“Œ Writing Powerful Programming Articles: A Guide for Success

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-05-31 | ⏱️ Read time: 7 min read

Reflections on 4+ Years of Publishing Programming Articles
πŸ€–πŸ§  Microsoft Data Formulator: Revolutionizing AI-Powered Data Visualization

πŸ—“οΈ 28 Oct 2025
πŸ“š AI News & Trends

In today’s data-driven world, visualization is everything. Whether you’re a business analyst, data scientist or researcher, the ability to convert raw data into meaningful visuals can define the success of your decisions. That’s where Microsoft’s Data Formulator steps in a cutting-edge, open-source platform designed to empower analysts to create rich, AI-assisted visualizations effortlessly. Developed by ...

#Microsoft #DataVisualization #AI #DataScience #OpenSource #Analytics
❀1
πŸ“Œ Using NumPy to Analyze My Daily Habits (Sleep, Screen Time & Mood)

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-10-28 | ⏱️ Read time: 7 min read

Can I use NumPy to figure out how my habits affect my mood and productivity?
πŸ€–πŸ§  Google’s GenAI MCP Toolbox for Databases: Transforming AI-Powered Data Management

πŸ—“οΈ 28 Oct 2025
πŸ“š AI News & Trends

In the era of artificial intelligence, where data fuels innovation and decision-making, the need for efficient and intelligent data management tools has never been greater. Traditional methods of database management often require deep technical expertise and manual oversight, slowing down development cycles and creating operational bottlenecks. To address these challenges, Google has introduced the GenAI ...

#Google #GenAI #Database #AIPowered #DataManagement #MachineLearning
πŸ€–πŸ§  Wren AI: Transforming Business Intelligence with Generative AI

πŸ—“οΈ 28 Oct 2025
πŸ“š AI News & Trends

In the evolving world of data and analytics, one thing is certain β€” the ability to transform raw data into actionable insights defines success. Organizations today are generating more data than ever before, yet accessing and understanding that data remains a significant challenge. Traditional business intelligence tools require technical expertise, SQL knowledge and manual configuration. ...

#WrenAI #GenerativeAI #BusinessIntelligence #DataAnalytics #AI #Insights