Data Analytics
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Dive into the world of Data Analytics – uncover insights, explore trends, and master data-driven decision making.

Admin: @HusseinSheikho || @Hussein_Sheikho
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πŸ”– LLM Scraper β€” parsing websites through neural networks

The tool allows you to convert any web pages into structured data using LLM.

Useful for data collection, site monitoring, and preparing datasets without writing complex parsers.

⛓️ Link to GitHub: https://github.com/mishushakov/llm-scraper

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πŸš€ Level up your AI & Data Science skills with HelloEncyclo β€” a growing all-in-one platform featuring hands-on courses in LLMs, Deep Learning, MLOps, Data Engineering, and more.
βœ… 13 courses live + 40+ coming soon
🎯 One access, lifetime updates
πŸ”‘ Use code: PRESALE-BOOK-WAVE-2GFG
πŸ‘‰ https://helloencyclo.com/?ref=HUSSEINSHEIKHO

#LLM #Scraper #WebScraping #DataCollection #AI #Automation
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🎁 SPOTO Mid-Year Sale – Grab Your IT Certification Success Kit!

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⏰ Mid-Year Deal Ends Soon – Don't Miss Out!
A new collection of free courses has been added:

πŸ”— https://github.com/dair-ai/ML-Course-Notes

Those studying ML through dozens of random tabs and unclosed playlists may find this repository useful for organizing their learning. πŸ“š

Machine Learning Course Notes is an open collection of notes on machine learning, NLP, and AI, compiled around full-fledged courses, not just individual videos. 🧠

What's inside:

β€’ Courses from the Machine Learning Specialization, MIT 6.S191, CMU Neural Nets for NLP, CS224N, CS25, and others
β€’ A table with lectures, descriptions, videos, notes, and authors
β€’ Links to the original lectures and accompanying notes
β€’ WIP markers for incomplete materials
β€’ Instructions for contributors on adding and improving notes

The idea was appreciated. πŸ‘

Instead of another collection of hundreds of links, a course map has been created where one can systematically go through the material without getting lost after a week of studying. πŸ—ΊοΈ

#MachineLearning #AI #DataScience #TechCommunity #LearningResources #OpenSource

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πŸš€ Level up your AI & Data Science skills with HelloEncyclo β€” a growing all-in-one platform featuring hands-on courses in LLMs, Deep Learning, MLOps, Data Engineering, and more.
βœ… 13 courses live + 40+ coming soon
🎯 One access, lifetime updates
πŸ”‘ Use code: PRESALE-BOOK-WAVE-2GFG
πŸ‘‰ https://helloencyclo.com/?ref=HUSSEINSHEIKHO
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Stop studying LLM from random articles and videos that only explain individual pieces of the puzzle.

πŸ“š LLM from Scratch β€” this is a practical course on PyTorch for those who want to understand the entire path of modern LLMs: from the first Transformer block to RLHF.

Instead of endless theory, here we gather a complete model training chain:

πŸ”Ή Pretraining β†’ Finetuning β†’ Alignment in one course
πŸ”Ή Transformer from scratch: positional embeddings, self-attention, multi-head attention, MLP, residual connections, LayerNorm, and full Transformer blocks
πŸ”Ή Own training loop without Trainer magic: tokenization, batches, cross-entropy, validation loss, text generation
πŸ”Ή Modern architecture improvements: RMSNorm, RoPE, SwiGLU, KV Cache, sliding-window attention, and streaming cache
πŸ”Ή Full section on alignment: SFT, reward models, PPO-style RLHF, and GRPO with an analysis of how it looks in the training loop in practice

https://github.com/vivekkalyanarangan30/llm_from_scratch

#LLM #PyTorch #MachineLearning #DeepLearning #AI #Transformer

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πŸš€ Level up your AI & Data Science skills with HelloEncyclo β€” a growing all-in-one platform featuring hands-on courses in LLMs, Deep Learning, MLOps, Data Engineering, and more.
βœ… 13 courses live + 40+ coming soon
🎯 One access, lifetime updates
πŸ”‘ Use code: PRESALE-BOOK-WAVE-2GFG
πŸ‘‰ https://helloencyclo.com/?ref=HUSSEINSHEIKHO
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Kaggle and Google are launching a free 5-day intensive course on VibeCoding. πŸš€

Over five days, they will explain how agent-based coding works, how to configure skills, memory, and context, and how to make AI assistants not only useful but also safe. πŸ€– The program includes daily tasks, live streams, discussions, and practical projects. πŸ’»

After completion, participants will receive an official certificate that can be added to their portfolio. πŸ“œ

Start date: June 15th. πŸ“…

https://www.kaggle.com/competitions/5-day-ai-agents-intensive-vibecoding-course-with-google πŸ”—

If you've long wanted to properly understand agent-based coding, this is a great opportunity to dive in. 🌊

#Kaggle #Google #VibeCoding #AIAgents #Coding #AI #TechNews #FreeCourse

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πŸš€ Level up your AI & Data Science skills with HelloEncyclo β€” a growing all-in-one platform featuring hands-on courses in LLMs, Deep Learning, MLOps, Data Engineering, and more.
βœ… 13 courses live + 40+ coming soon
🎯 One access, lifetime updates
πŸ”‘ Use code: PRESALE-BOOK-WAVE-2GFG
πŸ‘‰ https://helloencyclo.com/?ref=HUSSEINSHEIKHO
🎁 SPOTO Mid-Year Sale – Grab Your IT Certification Success Kit!

πŸ”₯ Whether you're prepping for #Python, #AI, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #Excel, #Comptia, #ITIL, #Cloud or any other hot certification – SPOTO has your back with real exam dumps and hands-on training!

βœ… Free Resources:
・Free Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS courses: https://bit.ly/4alTSfk
・IT Certs E-book: https://bit.ly/49ub0zq
・IT Exams Skill Test: https://bit.ly/4dVPapB
・Free AI material and support tools: https://bit.ly/4elzcpl
・Free Cloud Study Guide: https://bit.ly/4u7sdG0

🎁 Join SPOTO Mid-Year Lucky Draw:
πŸ“± iPhone 17 πŸ›’ Free Order
πŸ›’ Amazon Gift $100 πŸ“˜PMP/ AWS/ CCNA Course


πŸ‘‰ Enter the Draw Now β†’ https://bit.ly/4uN3lVt

πŸ‘‰ Join Our IT Learning Community for free resources & support:
https://chat.whatsapp.com/FQOG04r9xSiIa2ElhaNUJU
πŸ’¬ Want exam help? Chat with an admin now:
https://wa.link/knicza

⏰ Mid-Year Deal Ends Soon – Don't Miss Out!
Google has published a free guide on scaling AI models and working with GPUs. πŸš€

πŸ“˜ How to Scale Your Model
https://jax-ml.github.io/scaling-book/

πŸ“˜ How to Think About GPUs
https://jax-ml.github.io/scaling-book/gpus/

The materials discuss the principles of model scaling, the structure of GPUs, computational limitations, memory bandwidth, parallelism, and other topics that are useful when training and running modern AI models. πŸ’‘

It's completely free and available online. 🌐

#AI #MachineLearning #GPU #Scaling #DeepLearning #Tech

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πŸš€ Level up your AI & Data Science skills with HelloEncyclo β€” a growing all-in-one platform featuring hands-on courses in LLMs, Deep Learning, MLOps, Data Engineering, and more.
βœ… 13 courses live + 40+ coming soon
🎯 One access, lifetime updates
πŸ”‘ Use code: PRESALE-BOOK-WAVE-2GFG
πŸ‘‰ https://helloencyclo.com/?ref=HUSSEINSHEIKHO
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10 GitHub repositories that are worth checking out for an AI engineer πŸ€–

1. Hands-On AI Engineering πŸ› οΈ

A collection of AI applications and agent systems with practical use cases of LLM.

πŸ‘‰ https://github.com/Sumanth077/Hands-On-AI-Engineering

2. Hands-On Large Language Models πŸ“˜

Full code from the book Hands-On Large Language Models: from basics to fine-tuning.

πŸ‘‰ https://github.com/HandsOnLLM/Hands-On-Large-Language-Models

3. AI Agents for Beginners πŸŽ“

A free course from Microsoft with 11 lessons on creating AI agents.

πŸ‘‰ https://github.com/microsoft/ai-agents-for-beginners

4. GenAI Agents πŸ€–

A large collection of tutorials and implementations of agent systems.

πŸ‘‰ https://github.com/NirDiamant/GenAI_Agents

5. Made With ML πŸš€

About the development, deployment, and support of production-ready ML systems.

πŸ‘‰ https://github.com/GokuMohandas/Made-With-ML

6. Learn Harness Engineering βš™οΈ

A practical course on Harness Engineering for AI agents.

πŸ‘‰ https://github.com/walkinglabs/learn-harness-engineering

7. AutoResearch πŸ”¬

Autonomous cycles of ML experiments from Andrej Karpathy.

πŸ‘‰ https://github.com/karpathy/autoresearch

8. Designing Machine Learning Systems πŸ“š

Notes and materials from Chip Huyen's book.

πŸ‘‰ https://github.com/chiphuyen/dmls-book

9. Awesome LLM Inference ⚑

A collection of materials on LLM inference: Flash Attention, KV Cache, quantization, and more.

πŸ‘‰ https://github.com/xlite-dev/Awesome-LLM-Inference

10. LLM Course πŸ—ΊοΈ

A practical course on LLM with a roadmap and Colab notebooks.

πŸ‘‰ https://github.com/mlabonne/llm-course

#AI #MachineLearning #LLM #DataScience #Tech #GitHub

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πŸš€ Level up your AI & Data Science skills with HelloEncyclo β€” a growing all-in-one platform featuring hands-on courses in LLMs, Deep Learning, MLOps, Data Engineering, and more.
βœ… 13 courses live + 40+ coming soon
🎯 One access, lifetime updates
πŸ”‘ Use code: PRESALE-BOOK-WAVE-2GFG
πŸ‘‰ https://helloencyclo.com/?ref=HUSSEINSHEIKHO
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πŸ”– Building our own GPT-like model in PyTorch

We've found an excellent repository for those who want to understand how modern LLMs are built under the hood.

Inside β€” 10 Jupyter notebooks with step-by-step explanations and implementations of key components of language models.

GitHub: https://github.com/analyticalrohit/llms-from-scratch

#PyTorch #LLM #MachineLearning #AI #DeepLearning #DataScience

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πŸš€ Level up your AI & Data Science skills with HelloEncyclo β€” a growing all-in-one platform featuring hands-on courses in LLMs, Deep Learning, MLOps, Data Engineering, and more.
βœ… 13 courses live + 40+ coming soon
🎯 One access, lifetime updates
πŸ”‘ Use code: PRESALE-BOOK-WAVE-2GFG
πŸ‘‰ https://helloencyclo.com/?ref=HUSSEINSHEIKHO
❀3
Curates LLM tools and research for scientific discovery πŸ§¬πŸ”¬

Repo: https://github.com/HKUST-KnowComp/Awesome-LLM-Scientific-Discovery πŸ”—πŸš€

#LLM #ScientificDiscovery #ResearchTools #AI #MachineLearning #DataScience

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πŸš€ Level up your AI & Data Science skills with HelloEncyclo β€” a growing all-in-one platform featuring hands-on courses in LLMs, Deep Learning, MLOps, Data Engineering, and more.
βœ… 13 courses live + 40+ coming soon
🎯 One access, lifetime updates
πŸ”‘ Use code: PRESALE-BOOK-WAVE-2GFG
πŸ‘‰ https://helloencyclo.com/?ref=HUSSEINSHEIKHO
❀1
πŸ”₯ Free IT Cert Resources – Grab Them While They're Hot!

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πŸ”₯ Free IT Cert Resources – Grab Them While They're Hot!

🌈SPOTO just dropped a bunch of 100% free study kits for 2026 – covering #Cisco, #AWS, #PMP, #AI, #Python, #Excel, and #Cybersecurity

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πŸͺœ Online FREE Course β†’
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πŸ”– Instructions for AI Agents

Please refer to AGENTS.md – a guide dedicated to the file of the same name, which contains instructions for AI agents. πŸ€–

The website explains what should be included in AGENTS.md, how to format it correctly, and provides examples from over 60,000 projects. πŸ“š

http://AGENTS.md/

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#AI #Agents #AGENTSmd #Tech #Development #Programming
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πŸ πŸ€– Run Your Own LOCAL LLM (Beginner Friendly)

LLMs are cool, but running your own local one hits different 😎
No cloud. No API keys. No limits.

🧩 Step 1: Install Ollama
Install Ollama on your machine (works on Mac, Windows, Linux).

Once installed, open your terminal.

πŸš€ Step 2: Run a model
ollama run llama3.2

This command:
β€’ Downloads the model
β€’ Starts it locally
β€’ Lets you chat instantly πŸ’¬

If you see the prompt, your local LLM is running.

βš™οΈ Step 3: Do local inference (API style)
Ollama runs a local server on your machine.
curl http://127.0.0.1:11434/api/generate \
-H "Content-Type: application/json" \
-d '{
"model": "llama3.2",
"prompt": "Explain overfitting like I am 12",
"stream": false
}'

If you get a JSON response with text β†’ βœ… it works.

πŸ’‘ Why this is powerful
β€’ Works offline
β€’ Private by default
β€’ Perfect for learning, testing, and small apps

This is the easiest way to start with LLMs locally.

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#LLM #AI #LocalLLM #Ollama #Tech #Linux
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πŸ”₯ Land Your Dream Job – Free Interview Prep Resources Inside!

🌈Struggling with tough interview questions? Nervous about technical grilling? You're not alone.

We've just released a bunch of 100% free interview prep kits for 2026 – covering common Q&As, behavioral questions, technical deep-dives, and role-specific tips for #Cisco, #AWS, #PMP, #AI, #Python, #Excel, and #Cybersecurity.

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A Collection of Machine Learning Libraries for Python πŸ€–

A large repository containing over 900 libraries and frameworks for machine learning. πŸ“š

All projects are sorted by quality and popularity, which helps you quickly find the best tools for working with AI and ML. βš™οΈ

Repo: https://github.com/ml-tooling/best-of-ml-python?tab=readme-ov-file#vector-similarity-search-ann

#MachineLearning #Python #AI #DataScience #MLTools #Programming

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πŸš€ 10 GitHub repositories that are gaining the most traction right now

Here's a fresh selection of projects that are experiencing significant growth and active discussion.

1. OpenAI Codex
An OpenAI coding agent for the terminal and development automation.
https://github.com/openai/codex

2. God's Eye View
OSINT and open geospatial data on an interactive 3D globe: aviation, satellites, and other sources.
https://github.com/bilawalsidhu/gods-eye-view

3. awesome-gpt-image-2
A large library of prompts, examples, and templates for GPT Image 2.
https://github.com/freestylefly/awesome-gpt-image-2

4. mattpocock/skills
Ready-made skills and workflows for coding agents that can be reused instead of using large prompts.
https://github.com/mattpocock/skills

5. Archify
Builds an interactive map of the codebase architecture: sequence, data flow, lifecycle, and component relationships.
https://github.com/tt-a1i/archify

6. Tailcat
A tool from Tailscale for directly connecting machines via WireGuard and NAT traversal.
https://github.com/tailscale/tailcat

7. Prime Agent
A self-improving coding agent for long, autonomous tasks.
https://github.com/PrimeIntellect-ai/prime-agent

8. Semantica
A graph-native infrastructure for storing context, relationships, and data provenance in AI systems.
https://github.com/semantica-agi/semantica

9. Cursor Plugins
The official repository of Cursor plugins: orchestration, code review, continual learning, and other agent functions.
https://github.com/cursor/plugins

10. AnyDoc
A tool from Firecrawl for converting documents into structured content for AI and RAG.
https://github.com/firecrawl/anydoc

πŸ“ˆ Looking at the overall trend for the week:

AI agents β†’ agent skills β†’ memory and context β†’ visualization of architecture β†’ tools for autonomous work with the environment

πŸ’Ύ Save this for yourself so you don't lose it!

#GitHub #AI #DevTools #OpenSource #Coding #TechTrends

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🌈 2026 Job-Seeker Toolkit – Free Interview & IT Cert Resources

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Perfect for Software Developer Jobs, IT Internships, and Python Projects practice.

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