Machine Learning
40.9K subscribers
3.65K photos
32 videos
47 files
678 links
Real Machine Learning โ€” simple, practical, and built on experience.
Learn step by step with clear explanations and working code.

Admin: @HusseinSheikho || @Hussein_Sheikho
Download Telegram
A free MIT guide to key computer vision concepts ๐Ÿ“˜

Link: https://visionbook.mit.edu/ ๐Ÿ”—

#ComputerVision #MIT #AI #MachineLearning #Tech #DataScience

โœจ Join Best TG Channels https://t.iss.one/addlist/0f6vfFbEMdAwODBk

โญ๏ธ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A

๐Ÿš€ Level up your AI & Data Science skills with HelloEncyclo โ€” a growing all-in-one platform featuring hands-on courses in LLMs, Deep Learning, MLOps, Data Engineering, and more.
โœ… 13 courses live + 40+ coming soon
๐ŸŽฏ One access, lifetime updates
๐Ÿ”‘ Use code: PRESALE-BOOK-WAVE-2GFG
๐Ÿ‘‰ https://helloencyclo.com/?ref=HUSSEINSHEIKHO
โค1
This media is not supported in your browser
VIEW IN TELEGRAM
Multi-agent RL is beautiful precisely at the moment when it starts to converge. ๐Ÿค–โœจ

#MultiAgent #RL #ReinforcementLearning #AI #MachineLearning #DeepLearning

โœจ Join Best TG Channels https://t.iss.one/addlist/0f6vfFbEMdAwODBk

โญ๏ธ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A

๐Ÿš€ Level up your AI & Data Science skills with HelloEncyclo โ€” a growing all-in-one platform featuring hands-on courses in LLMs, Deep Learning, MLOps, Data Engineering, and more.
โœ… 13 courses live + 40+ coming soon
๐ŸŽฏ One access, lifetime updates
๐Ÿ”‘ Use code: PRESALE-BOOK-WAVE-2GFG
๐Ÿ‘‰ https://helloencyclo.com/?ref=HUSSEINSHEIKHO
โค1๐Ÿคฉ1
500 AI/ML/Computer Vision/NLP projects with code ๐Ÿš€

This is a large collection of 500 ready-made projects in the field of machine learning, deep learning, computer vision, and NLP ๐Ÿง 

All examples come with code, so you can not just read them, but immediately analyze and run them โš™๏ธ

โžก๏ธ Link to GitHub:
https://github.com/ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code

#AI #MachineLearning #DeepLearning #ComputerVision #NLP #DataScience

โœจ Join Best TG Channels https://t.iss.one/addlist/0f6vfFbEMdAwODBk

โญ๏ธ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
โค4
A guide to Loop Engineering has been released โ€” a new approach to working with AI agents

The repository loop-engineering has been published, offering a paradigm shift: instead of manually prompting AI agents, the developer designs a cycle that does this automatically. ๐Ÿ”„๐Ÿค–

The author notes that most people still use Claude Code, Codex, Cursor, and Grok as a regular chat: prompt โ†’ wait โ†’ copy โ†’ correct โ†’ prompt again. Loop Engineering proposes to stop being a "nanny" for the agent and instead build a system where agents work, check, correct, and escalate on their own. ๐Ÿ› ๏ธโš™๏ธ

The repository includes ready-made cycles for daily triage, PR, CI, dependencies, changelog, and issues. It includes CLI for creating cycles, evaluating tokens, auditing the repository, and safely running agents via GitHub Actions. ๐Ÿ“‹โœ…

"Prompt engineering was about how to write better prompts. Loop engineering is about creating a system where agents continue to work without your supervision at every step," the description says. ๐Ÿš€๐Ÿง 

The repository is available on GitHub.

Repository: https://github.com/cobusgreyling/loop-engineering

#LoopEngineering #AI #Agents #GitHub #DevOps #Automation

โœจ Join Best TG Channels https://t.iss.one/addlist/0f6vfFbEMdAwODBk

โญ๏ธ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
โค5
A Chinese developer has released an open-source replacement for NumPy that performs calculations on GPUs. It's called CuPy ๐Ÿš€. In many cases, it's enough to replace a single line:

import cupy as cp

The same code can run on CUDA up to 100 times faster โšก๏ธ.

What it can do:
โ†’ Compatible with existing NumPy and SciPy code ๐Ÿ› ๏ธ.
โ†’ No need to rewrite the program or learn new syntax ๐Ÿ“.
โ†’ Supports not only CUDA but also AMD ROCm ๐Ÿ’ป.

The project is completely open-source ๐Ÿ“‚:
๐Ÿ”— https://github.com/cupy/cupy

#Python #GPU #NumPy #CuPy #AI #DeepLearning

โœจ Join Best TG Channels https://t.iss.one/addlist/0f6vfFbEMdAwODBk

โญ๏ธ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
โค6
Don't learn ML by randomly jumping through tutorials. ๐Ÿšซ๐Ÿ“š

DS-ML Bootcamp is a public repository for a Data Science and machine learning course for beginners who want a structured path from zero to practical projects. ๐Ÿš€๐Ÿ“Š

It helps transition from installation and concepts to practical ML work, organizing lessons, assignments, code examples, datasets, and solutions around the main machine learning workflow. ๐Ÿ› ๏ธ๐Ÿง 

Key features:

- End-to-end workflow - covers data collection, preprocessing, train/test split, model selection, training, evaluation, and deployment ๐Ÿ”„๐Ÿ“ˆ
- Lesson-based structure - starts with tools/setup, Data Science, ML, data fundamentals, and regression ๐Ÿ“š๐Ÿงฎ
- Practical materials - assignments give learners structured tasks, not just reading notes โœ๏ธโœ…
- Code + datasets - Python examples and raw CSV datasets included for exercises ๐Ÿ๐Ÿ“‚
- Set up for repetition - the README says you can clone the repository and use Jupyter or VS Code while going through lessons ๐Ÿ’ป๐Ÿ”

Free public repository on GitHub. ๐Ÿ†“
https://github.com/goobolabs/ds-ml-bootcamp

#MachineLearning #DataScience #Coding #Python #AI #Learning

โœจ Join Best TG Channels https://t.iss.one/addlist/0f6vfFbEMdAwODBk

โญ๏ธ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
โค7
๐Ÿ”ฅ Free IT Cert Resources โ€“ Grab Them While They're Hot!

๐ŸŒˆSPOTO just dropped a bunch of 100% free study kits for 2026 โ€“ covering #Cisco, #AWS, #PMP, #AI, #Python, #Excel, and #Cybersecurity

๐Ÿ’ฅNo signup traps, no hidden fees โ€“ just click and download.

๐Ÿ“˜ FREE Cert Eโ€‘Book โ†’ https://bit.ly/4wkiLAT
๐Ÿชœ Online FREE Course โ†’
https://bit.ly/4vHFJSz
โ˜๏ธ FREE
AI Materials โ†’ https://bit.ly/4wdu7X6
๐Ÿ“Š Cloud Study Guide โ†’
https://bit.ly/4y0HyeW
๐Ÿง  Free Mock Exam โ†’
https://bit.ly/4ff8jos

Tag a friend who's also on this journey โ€“ Get certified together! ๐Ÿ’ช

๐ŸŒ Join the community: https://chat.whatsapp.com/FmbIbbqm2QhKglVpVTSH4d/
๐Ÿ“ฒ Need personalized help? โ†’ https://wa.link/6k7042
โค6
๐Ÿ”ฅ Free IT Cert Resources โ€“ Grab Them While They're Hot!

๐ŸŒˆSPOTO just dropped a bunch of 100% free study kits for 2026 โ€“ covering #Cisco, #AWS, #PMP, #AI, #Python, #Excel, and #Cybersecurity

๐Ÿ’ฅNo signup traps, no hidden fees โ€“ just click and download.

๐Ÿ“˜ FREE Cert Eโ€‘Book โ†’ https://bit.ly/4wkiLAT
๐Ÿชœ Online FREE Course โ†’
https://bit.ly/4vHFJSz
โ˜๏ธ FREE
AI Materials โ†’ https://bit.ly/4wdu7X6
๐Ÿ“Š Cloud Study Guide โ†’
https://bit.ly/4y0HyeW
๐Ÿง  Free Mock Exam โ†’
https://bit.ly/4ff8jos

Tag a friend who's also on this journey โ€“ Get certified together! ๐Ÿ’ช

๐ŸŒ Join the community: https://chat.whatsapp.com/FmbIbbqm2QhKglVpVTSH4d/
๐Ÿ“ฒ Need personalized help? โ†’ https://wa.link/6k7042
โค8
Cheat sheet for Scikit-learn: ๐Ÿ“š Scikit-learn is a Python library for machine learning.

๐Ÿ“ฅ Loading Data - downloading and preparing data.
๐Ÿงผ Preprocessing - standardization, normalization, and feature processing.
๐Ÿ—๏ธ Create Your Model - creating models for classification, regression, and clustering.
๐ŸŽฏ Model Fitting - training the model on data.
๐Ÿ”ฎ Prediction - obtaining forecasts.
๐Ÿ“Š Evaluate Performance - assessing the quality of the model using various metrics.
๐Ÿ”„ Cross-Validation - checking the model on different samples.
โš™๏ธ Tune Your Model - optimizing parameters using Grid Search and Randomized Search.

#ScikitLearn #MachineLearning #Python #DataScience #AI #MLOps

โœจ Join Best TG Channels https://t.iss.one/addlist/0f6vfFbEMdAwODBk

โญ๏ธ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
โค6๐Ÿ‘2