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“Œ Generating Artwork in Python Inspired by Hirstโ€™s Million-Dollar Spots Painting

๐Ÿ—‚ Category: PROGRAMMING

๐Ÿ•’ Date: 2025-12-18 | โฑ๏ธ Read time: 6 min read

Using Python to generate art

#DataScience #AI #Python
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๐Ÿ“Œ The Machine Learning โ€œAdvent Calendarโ€ Day 18: Neural Network Classifier in Excel

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-12-18 | โฑ๏ธ Read time: 12 min read

Understanding forward propagation and backpropagation through explicit formulas

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๐Ÿ“Œ The Machine Learning โ€œAdvent Calendarโ€ Day 19: Bagging in Excel

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-12-19 | โฑ๏ธ Read time: 11 min read

Understanding ensemble learning from first principles in Excel

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๐Ÿ“Œ Agentic AI Swarm Optimization using Artificial Bee Colonization (ABC)

๐Ÿ—‚ Category: AGENTIC AI

๐Ÿ•’ Date: 2025-12-19 | โฑ๏ธ Read time: 27 min read

Using Agentic AI prompts with the Artificial Bee Colony algorithm to enhance unsupervised clustering andโ€ฆ

#DataScience #AI #Python
๐Ÿ“Œ How I Optimized My Leaf Raking Strategy Using Linear Programming

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-12-19 | โฑ๏ธ Read time: 13 min read

From a weekend chore to a fun application of valuable operations research principles

#DataScience #AI #Python
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๐Ÿ“Œ Six Lessons Learned Building RAG Systems in Production

๐Ÿ—‚ Category: LARGE LANGUAGE MODELS

๐Ÿ•’ Date: 2025-12-19 | โฑ๏ธ Read time: 10 min read

Best practices for data quality, retrieval design, and evaluation in production RAG systems

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๐Ÿš€Stanford just completed a must-watch for anyone serious about AI:

๐ŸŽ“ โ€œ๐—–๐— ๐—˜ ๐Ÿฎ๐Ÿต๐Ÿฑ: ๐—ง๐—ฟ๐—ฎ๐—ป๐˜€๐—ณ๐—ผ๐—ฟ๐—บ๐—ฒ๐—ฟ๐˜€ & ๐—Ÿ๐—ฎ๐—ฟ๐—ด๐—ฒ ๐—Ÿ๐—ฎ๐—ป๐—ด๐˜‚๐—ฎ๐—ด๐—ฒ ๐— ๐—ผ๐—ฑ๐—ฒ๐—น๐˜€โ€ is now live entirely on YouTube and itโ€™s pure gold.

If youโ€™re building your AI career, stop scrolling.
This isnโ€™t another surface-level overview. Itโ€™s the clearest, most structured intro to LLMs you could follow, straight from the Stanford Autumn 2025 curriculum.

๐Ÿ“š ๐—ง๐—ผ๐—ฝ๐—ถ๐—ฐ๐˜€ ๐—ฐ๐—ผ๐˜ƒ๐—ฒ๐—ฟ๐—ฒ๐—ฑ ๐—ถ๐—ป๐—ฐ๐—น๐˜‚๐—ฑ๐—ฒ:
โ€ข How Transformers actually work (tokenization, attention, embeddings)
โ€ข Decoding strategies & MoEs
โ€ข LLM finetuning (LoRA, RLHF, supervised)
โ€ข Evaluation techniques (LLM-as-a-judge)
โ€ข Optimization tricks (RoPE, quantization, approximations)
โ€ข Reasoning & scaling
โ€ข Agentic workflows (RAG, tool calling)

๐Ÿง  My workflow: I usually take the transcripts, feed them into NotebookLM, and once Iโ€™ve done the lectures, I replay them during walks or commutes. That combo works wonders for retention.

๐ŸŽฅ Watch these now:

- Lecture 1: https://lnkd.in/dDER-qyp
- Lecture 2: https://lnkd.in/dk-tGUDm
- Lecture 3: https://lnkd.in/drAPdjJY
- Lecture 4: https://lnkd.in/e_RSgMz7
- Lecture 5: https://lnkd.in/eivMA9pe
- Lecture 6: https://lnkd.in/eYwwwMXn
- Lecture 7: https://lnkd.in/eKwkEDXV
- Lecture 8: https://lnkd.in/eEWvyfyK
- Lecture 9: https://lnkd.in/euiKRGaQ

๐Ÿ—“ Do yourself a favor for this 2026: block 2-3 hours per week / llectue and go through them.

If youโ€™re in AI โ€” whether building infra, agents, or apps โ€” this is the foundational course you donโ€™t want to miss.

Letโ€™s level up.
https://t.me/CodeProgrammer ๐Ÿ˜…
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๐Ÿ“Œ Understanding the Generative AI User

๐Ÿ—‚ Category: PRODUCT MANAGEMENT

๐Ÿ•’ Date: 2025-12-20 | โฑ๏ธ Read time: 11 min read

What do regular technology users think (and know) about AI?

#DataScience #AI #Python
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๐Ÿ“Œ EDA in Public (Part 2): Product Deep Dive & Time-Series Analysis in Pandas

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-12-20 | โฑ๏ธ Read time: 9 min read

Learn how to analyze product performance, extract time-series features, and uncover key seasonal trends inโ€ฆ

#DataScience #AI #Python
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๐Ÿ“Œ Tools for Your LLM: a Deep Dive into MCP

๐Ÿ—‚ Category: LLM APPLICATIONS

๐Ÿ•’ Date: 2025-12-21 | โฑ๏ธ Read time: 8 min read

MCP is a key enabler into turning your LLM into an agent by providing itโ€ฆ

#DataScience #AI #Python
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๐Ÿ“Œ How to Do Evals on a Bloated RAG Pipeline

๐Ÿ—‚ Category: LARGE LANGUAGE MODELS

๐Ÿ•’ Date: 2025-12-21 | โฑ๏ธ Read time: 71 min read

Comparing metrics across datasets and models

#DataScience #AI #Python
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๐Ÿš€ Master Data Science & Programming!

Unlock your potential with this curated list of Telegram channels. Whether you need books, datasets, interview prep, or project ideas, we have the perfect resource for you. Join the community today!


๐Ÿ”ฐ Machine Learning with Python
Learn Machine Learning with hands-on Python tutorials, real-world code examples, and clear explanations for researchers and developers.
https://t.me/CodeProgrammer

๐Ÿ”– Machine Learning
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.
https://t.me/DataScienceM

๐Ÿง  Code With Python
This channel delivers clear, practical content for developers, covering Python, Django, Data Structures, Algorithms, and DSA โ€“ perfect for learning, coding, and mastering key programming skills.
https://t.me/DataScience4

๐ŸŽฏ PyData Careers | Quiz
Python Data Science jobs, interview tips, and career insights for aspiring professionals.
https://t.me/DataScienceQ

๐Ÿ’พ Kaggle Data Hub
Your go-to hub for Kaggle datasets โ€“ explore, analyze, and leverage data for Machine Learning and Data Science projects.
https://t.me/datasets1

๐Ÿง‘โ€๐ŸŽ“ Udemy Coupons | Courses
The first channel in Telegram that offers free Udemy coupons
https://t.me/DataScienceC

๐Ÿ˜€ ML Research Hub
Advancing research in Machine Learning โ€“ practical insights, tools, and techniques for researchers.
https://t.me/DataScienceT

๐Ÿ’ฌ Data Science Chat
An active community group for discussing data challenges and networking with peers.
https://t.me/DataScience9

๐Ÿ Python Arab| ุจุงูŠุซูˆู† ุนุฑุจูŠ
The largest Arabic-speaking group for Python developers to share knowledge and help.
https://t.me/PythonArab

๐Ÿ–Š Data Science Jupyter Notebooks
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.
https://t.me/DataScienceN

๐Ÿ“บ Free Online Courses | Videos
Free online courses covering data science, machine learning, analytics, programming, and essential skills for learners.
https://t.me/DataScienceV

๐Ÿ“ˆ Data Analytics
Dive into the world of Data Analytics โ€“ uncover insights, explore trends, and master data-driven decision making.
https://t.me/DataAnalyticsX

๐ŸŽง Learn Python Hub
Master Python with step-by-step courses โ€“ from basics to advanced projects and practical applications.
https://t.me/Python53

โญ๏ธ Research Papers
Professional Academic Writing & Simulation Services
https://t.me/DataScienceY

โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”
Admin: @HusseinSheikho
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๐Ÿ“Œ The Geometry of Laziness: What Angles Reveal About AI Hallucinations

๐Ÿ—‚ Category: LARGE LANGUAGE MODELS

๐Ÿ•’ Date: 2025-12-22 | โฑ๏ธ Read time: 12 min read

A story about failing forward, spheres you canโ€™t visualize, and why sometimes the math knowsโ€ฆ

#DataScience #AI #Python
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๐Ÿ“Œ Understanding Vibe Proving

๐Ÿ—‚ Category: LARGE LANGUAGE MODELS

๐Ÿ•’ Date: 2025-12-22 | โฑ๏ธ Read time: 18 min read

How to make LLMs reason with verifiable, step-by-step logic (Part 1)

#DataScience #AI #Python
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๐Ÿ“Œ The Machine Learning โ€œAdvent Calendarโ€ Day 22: Embeddings in Excel

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-12-22 | โฑ๏ธ Read time: 8 min read

Understanding text embeddings through simple models and Excel

#DataScience #AI #Python
๐Ÿ“Œ Synergy in Clicks: Harsanyi Dividends for E-Commerce

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-12-23 | โฑ๏ธ Read time: 19 min read

A brief overview of the math behind the Harsanyi Dividend and a real-world application inโ€ฆ

#DataScience #AI #Python
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๐Ÿ“Œ The Machine Learning โ€œAdvent Calendarโ€ Day 21: Gradient Boosted Decision Tree Regressor in Excel

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-12-22 | โฑ๏ธ Read time: 10 min read

Gradient descent in function space with decision trees

#DataScience #AI #Python
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๐Ÿ“Œ The Machine Learning โ€œAdvent Calendarโ€ Day 20: Gradient Boosted Linear Regression in Excel

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-12-22 | โฑ๏ธ Read time: 10 min read

From Random Ensembles to Optimization: Gradient Boosting Explained

#DataScience #AI #Python
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๐Ÿ“Œ ChatLLM Presents a Streamlined Solution to Addressing the Real Bottleneck in AI

๐Ÿ—‚ Category: SPONSORED CONTENT

๐Ÿ•’ Date: 2025-12-22 | โฑ๏ธ Read time: 8 min read

For the last couple of years, a lot of the conversation around AI has revolvedโ€ฆ

#DataScience #AI #Python
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๐Ÿ“Œ The Machine Learning โ€œAdvent Calendarโ€ Day 23: CNN in Excel

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-12-23 | โฑ๏ธ Read time: 8 min read

A step-by-step 1D CNN for text, built in Excel, where every filter, weight, and decisionโ€ฆ

#DataScience #AI #Python