Machine Learning with Python
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Learn Machine Learning with hands-on Python tutorials, real-world code examples, and clear explanations for researchers and developers.

Admin: @HusseinSheikho || @Hussein_Sheikho
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Numpy_Cheat_Sheet.pdf
4.8 MB
NumPy Cheat Sheet: Data Analysis in Python

This #Python cheat sheet is a quick reference for #NumPy beginners.

Learn more:
https://www.datacamp.com/cheat-sheet/numpy-cheat-sheet-data-analysis-in-python

https://t.iss.one/DataAnalyticsX
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nature papers: 1200$

Q1 and  Q2 papers    700$

Q3 and Q4 papers   400$

Doctoral thesis (complete)    600$

M.S thesis         300$

paper simulation   200$

Contact @Omidyzd62
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AI Developers โ€” finally something serious.

A German company ๐Ÿ‡ฉ๐Ÿ‡ช (Brainlancer GmbH) is launching a curated B2B platform on April 1st, 2026.

Not a freelance marketplace.
Not an agency network.
A verified AI builder network.

Only a few spots are still open.

If you can actually ship outcomes like:
โ€ข RAG / Agents in production
โ€ข Automations + API integrations
โ€ข FastAPI tools, internal apps, backend systems

โ†’ apply now (free + anonymous).
https://assesment.brainlancer.com/?src=telegram

Step 1: 5 min form
Step 2: 15โ€“20 min AI interview
Step 3: short call โ†’ early access

๐Ÿ‘‰ Brainlancer.com (Landingpage)
๐Ÿ‘‰ https://www.linkedin.com/in/soner-catakli/ (CEO)
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Forwarded from Learn Python Hub
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.iss.one/addlist/8_rRW2scgfRhOTc0

โœ… https://t.iss.one/Codeprogrammer
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Forwarded from Learn Python Hub
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9 key concepts of artificial intelligence, explained in 7 minutes

- Tokenization
- #TextDecoding
- #PromptEngineering
- Multi Step #AI Agents
- #RAGs
- #RLHF
- #VAE
- #DiffusionModels
- #LoRA

๐Ÿ‘‰ @Python53
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Neural Networks: How They Learn and Predict

https://t.iss.one/CodeProgrammer
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Master Python together with the University of Helsinki

โ€ข get an official certificate after completion
โ€ข go from complete beginner to confident level
โ€ข 14 intensive modules with practical tasks

The course is waiting for you here
https://programming-25.mooc.fi/
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๐Ÿฑ 5 of the Best GitHub Repos
๐Ÿ”ƒ for Data Scientists

๐Ÿ‘จ๐Ÿปโ€๐Ÿ’ป When I was just starting out and trying to get into the "data" field, I had no one to guide me, nor did I know what exactly I should study. To be honest, I was confused for months and felt lost.

โ–ถ๏ธ But doing projects was like water on fire and helped me a lot to build my skills.

ใ€ฐ Repo Awesome Data Analysis

๐Ÿท A complete treasure trove of everything you need to start: SQL, Python, AI, data analysis, and more... In short, if you want to start from zero and strengthen your foundation, start here first.

                  
โž– โž– โž–

ใ€ฐ Repo Data Scientist Handbook

๐Ÿท A concise handbook that tells you what you need to learn and what you can ignore for now.

                  
โž– โž– โž–

ใ€ฐ Repo Cookiecutter Data Science

๐Ÿท A standard project template used by professionals. With this template, you can structure your data analysis and AI projects like a pro.

                  
โž– โž– โž–

ใ€ฐ Repo Data Science Cookie Cutter

๐Ÿท This is also a very clean project template that teaches you how to build a data project that wonโ€™t fall apart tomorrow and can be easily updated. Meaning your projects will be useful in the real world from the start.

                  
โž– โž– โž–

ใ€ฐ Repo ML From Scratch

๐Ÿท Here, the main AI algorithms are implemented from scratch in simple language. Itโ€™s great for understanding how models really work and for explaining them well in your interviews.

๐ŸŒ #Data_Science #DataScience
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Forwarded from Data Analytics
These 9 lectures from Stanford are a pure goldmine for anyone wanting to learn and understand LLMs in depth

Lecture 1 - Transformer: https://lnkd.in/dGnQW39t

Lecture 2 - Transformer-Based Models & Tricks: https://lnkd.in/dT_VEpVH

Lecture 3 - Tranformers & Large Language Models: https://lnkd.in/dwjjpjaP

Lecture 4 - LLM Training: https://lnkd.in/dSi_xCEN

Lecture 5 - LLM tuning: https://lnkd.in/dUK5djpB

Lecture 6 - LLM Reasoning: https://lnkd.in/dAGQTNAM

Lecture 7 - Agentic LLMs: https://lnkd.in/dWD4j7vm

Lecture 8 - LLM Evaluation: https://lnkd.in/ddxE5zvb

Lecture 9 - Recap & Current Trends: https://lnkd.in/dGsTd8jN

Start understanding #LLMs in depth from the experts. Go through each step-by-step video.

https://t.iss.one/DataAnalyticsX ๐Ÿ”—
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Design patterns are proven solutions to common problems in development. If you've ever found yourself constantly writing the same thing when creating objects or struggling with managing different types of objects, then the factory pattern might be exactly what you need.

In this tutorial:
https://www.freecodecamp.org/news/how-to-use-the-factory-pattern-in-python-a-practical-guide/

you'll learn what a factory is, why it's useful, and how to implement it in #Python. We'll gather practical examples that will show when and how to apply this pattern in real tasks.

The code can be found on #GitHub
https://github.com/balapriyac/python-basics/tree/main/design-patterns/factory

https://t.iss.one/CodeProgrammer
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Forwarded from Machine Learning
๐Ÿ“Œ Your First 90 Days as a Data Scientist

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2026-02-14 | โฑ๏ธ Read time: 8 min read

A practical onboarding checklist for building trust, business fluency, and data intuition

#DataScience #AI #Python
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๐Ÿ‘ A fresh deep learning course from MIT is now available publicly

A full-fledged educational course has been published on the university's website: 24 lectures, practical tasks, homework assignments, and a collection of materials for self-study.

The program includes modern neural network architectures, generative models, transformers, inference, and other key topics.

A great opportunity to study deep learning based on the structure of a top university, free of charge and without simplifications โ€” let's learn here.
https://ocw.mit.edu/courses/6-7960-deep-learning-fall-2024/resources/lecture-videos/

tags: #python #deeplearning

โžก @codeprogrammer
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๐Ÿ”– An excellent resource for learning about neural networks

We're sharing a cool resource for learning about neural networks, offering clear, step-by-step instruction with dynamic visualizations and easy-to-understand explanations.

In addition, you'll find many other useful materials on machine learning on the site.

Find and use it โ€” https://mlu-explain.github.io/neural-networks/

tags: #AI #ML #PYTHON

โžก @CODEPROGRAMMER
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Forwarded from Learn Python Hub
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Data scientists are in high demand right now: there's just too much data to analyze.

In this course, Tatev and Vae teach #Python for #DataScience.

You'll be doing projects and exploring EDA, A/B testing, BI, and more.

https://t.iss.one/Python53 ๐ŸŒŸ
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Data Science Roadmap.pdf
15.5 MB
๐Ÿท Comprehensive Data Science Roadmap Notes

โœ… This roadmap is exactly the secret recipe you need to get out of confusion and know how to step-by-step prepare yourself for the job market.

๐Ÿ•ก From mastering Python and SQL to cleaning data and working with cloud tools, which are prerequisites for any project.

๐Ÿ•‘ How to extract real analysis reports and strategies from raw data using statistics and visualization tools.

๐Ÿ•— You will learn everything from machine learning and advanced algorithms to precise model evaluation.

๐Ÿ•™ Get familiar with neural networks, generative artificial intelligence, and language models to have a voice in today's modern world.

๐Ÿ•ง How to build real projects and portfolios that are exactly what hiring managers and big companies are looking for.

๐ŸŒ #DataScience #DataScience #pytorch #python #Roadmap

https://t.iss.one/CodeProgrammer
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๐ŸŽฏ 2026 IT Certification Prep Kit โ€“ Free!

๐Ÿ”ฅWhether you're preparing for #Python, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #AI, #Excel, #comptia, #ITIL, #cloud or any other in-demand certification โ€“ SPOTO has got you covered!

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๐Ÿ‘‰ Become Part of Our IT Learning Circle! resources and support:
https://chat.whatsapp.com/FlG2rOYVySLEHLKXF3nKGB

๐Ÿ’ฌ Want exam help? Chat with an admin now!
wa.link/8fy3x4
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