Machine Learning with Python

A new collection of free courses has been added:

🔗 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. 📚

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:

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

The idea was appreciated. 👍

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. 🗺️

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

✨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk

⭐️ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A

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

🎰 Welcome Bonus 1200% — Maczo Crypto Casino
🎮 Crypto exchange · Sports · Live casino — all in one place
💳 USDT instant deposit & withdrawal
→ https://t.me/maczo_official_global

🚨 ONLY THE FIRST 5 GET THIS.

I'm sharing this link with my network once — and only the first 5 people who enroll through it lock in a deal that has never been offered before.

👑 Lifetime access to HelloEncyclo — every AI, ML & Data Science course ever built — for ~$41. Once. Forever.
This isn't a drill. This isn't a rerun.
This is the founding-member price — and it disappears the moment the first 250 seats globally are gone.


✅ 13 courses live right now
✅ 40+ more in 2–3 weeks
✅ Every future course included automatically
✅ 15-day money-back — full refund, no questions

Code: PRESALE-BOOK-WAVE-2GFG

(Log in with Gmail · valid once · applies at checkout)

👇 First 5. That's it.

https://helloencyclo.com/?ref=HUSSEINSHEIKHO

⏳ Once those 5 seats go through this link —

I'm not sharing it again. 🔥

Data Science Interview Questions

💡 Here is your curated list for Data Science interviews!

✨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk

⭐️ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A

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

#DataScience #AI #MachineLearning #LLM #TechJobs #InterviewPrep

🎁 SPOTO Mid-Year Sale – Grab Your IT Certification Success Kit!

🔥 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!

✅ 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:
📱 iPhone 17 🛒 Free Order
🛒 Amazon Gift $100 📘PMP/ AWS/ CCNA Course

👉 Enter the Draw Now → https://bit.ly/4uN3lVt

👉 Join Our IT Learning Community for free resources & support:
https://chat.whatsapp.com/FmbIbbqm2QhKglVpVTSH4d
💬 Want exam help? Chat with an admin now:
https://wa.link/knicza

⏰ Mid-Year Deal Ends Soon – Don't Miss Out!

🔖 The Big Book on Fine-Tuning LLMs

A free 115-page book dedicated to the retraining of large language models. 📚

It's suitable for those who want to understand how to prepare datasets, configure training, and improve the quality of LLMs for their tasks. 🚀

#LLM #FineTuning #AI #MachineLearning #DataScience #Tech

✨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk

⭐️ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A

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

✍️ Pyneng — a large base for Python and network automation!

Detailed documentation and educational materials. The site contains lessons on Python syntax, working with files, functions, OOP, as well as separate sections on network technologies. The materials are presented with a large number of examples and practical tasks.

📌 I'll leave a link: https://pyneng.readthedocs.io/en/latest/

#Python #NetworkAutomation #DevOps #Coding #Learning #Tech

✨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk

⭐️ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A

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

The only LLM cheat sheet you'll ever need 🚀

Covers the main concepts, architectures, and practical applications.

### Basics
- Tokens (tokenization, BPE)
- Embeddings (cosine similarity)
- Attention mechanism (Attention formula, Multi-Head Attention)

### Transformer architecture and its variants
- BERT (models with only an encoder)
- GPT (models with only a decoder)
- T5 (models with an encoder and a decoder)

### Large language models (LLMs)
- Prompting (context length, Chain-of-Thought)
- Pre-training (SFT, PEFT/LoRA)
- Preference tuning (Reward Model, Reinforcement Learning)
- Optimizations (Mixture of Experts, Distillation, Quantization)

### Applications
- LLM-as-a-Judge (LaaJ)
- RAG (Retrieval-Augmented Generation)
- Agents (ReAct)
- Reasoning models (Scaling)

✨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk

⭐️ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A

#LLM #AI #MachineLearning #DeepLearning #PromptEngineering #Tech

📣 HelloEncyclo Presale

— Now Open
🎟 40% OFF · first 250 members only

Code: PRESALE-BOOK-WAVE-2GFG

🧠 Inside: Gen-AI, LLMs, RAG, Data Science, ML, Deep Learning, SQL, Advanced Java, Math for AI


📚 13 live now · 40+ in 2–3 weeks · full library in ~2 months

🛡 15-day money-back guarantee
⚠️ Log in with Gmail to apply (valid once).

🔗 https://helloencyclo.com/?ref=HUSSEINSHEIKHO

The discount disappears with the last seat. Don't sleep on it.