Machine Learning with Python

📚 7 Best Websites to Learn Computer Science Subjects for Free More: https://enghusseinsheikho.substack.com/p/7-best-websites-to-learn-computer?r=3hwnr8&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true

https://substack.com/@husseinsheikho?utm_source=share&utm_medium=android&r=3hwnr8 Follow me to more posts and useful content

🔖 A Comprehensive Resource for Machine Learning Practice The platform offers: 🫡 1200+ machine learning tasks; 🫡 Mathematics, from linear algebra to PCA; 🫡 Deep Learning, NLP, and Computer Vision; 🫡 Labs with real datasets; 🫡 Learning paths and interview preparation; 🫡 Projects using GPT, RL, and CUDA. Almost everything can be accessed directly in your browser, and basic tasks are available for free. ⛓️ Link to the platform https://enghusseinsheikho.substack.com/p/a-comprehensive-resource-for-machine?r=3hwnr8&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true #MachineLearning #DeepLearning #DataScience #AI #Coding #Tech ✨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk ⭐️ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A

🔖 A Comprehensive Resource for Machine Learning Practice The platform offers: 🫡 1200+ machine learning tasks; 🫡 Mathematics, from linear algebra to PCA; 🫡 Deep Learning, NLP, and Computer Vision; 🫡 Labs with real datasets; 🫡 Learning paths and interview preparation; 🫡 Projects using GPT, RL, and CUDA. Almost everything can be accessed directly in your browser, and basic tasks are available for free. ⛓️ Link to the platform https://enghusseinsheikho.substack.com/p/a-comprehensive-resource-for-machine?r=3hwnr8&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true #MachineLearning #DeepLearning #DataScience #AI #Coding #Tech ✨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk ⭐️ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A

🔖 A Comprehensive Resource for Machine Learning Practice The platform offers: 🫡 1200+ machine learning tasks; 🫡 Mathematics, from linear algebra to PCA; 🫡 Deep Learning, NLP, and Computer Vision; 🫡 Labs with real datasets; 🫡 Learning paths and interview preparation; 🫡 Projects using GPT, RL, and CUDA. Almost everything can be accessed directly in your browser, and basic tasks are available for free. ⛓ Link to the platform https://www.deep-ml.com/ #MachineLearning #DeepLearning #DataScience #AI #Coding #Tech ✨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk ⭐️ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A

🚀 RESEARCH & DIGITAL SOLUTIONS — YOUR PARTNER IN SUCCESS! Are you a researcher, student, business owner, or developer looking for professional support? We are here to help you turn your ideas into real results! 💡 🔬 1. Scientific Research & Academic Publishing Professional review and evaluation of scientific manuscripts before submission. Guidance on journal selection and publication strategies. Expert advice to improve research quality and presentation. Support for researchers throughout the academic publishing process. 💻 2. Website & Software Development Professional website design and development for businesses and individuals. Custom electronic systems tailored to your needs. Technical assistance for students and academic projects. ⚙️ 3. API & User Interface (UI) Services API development and integration. Modern, responsive, and user-friendly interface design. Seamless integration between applications and systems. 📊 4. Real-World & Synthetic Datasets Providing real-world datasets for research and analysis. Creating customized synthetic datasets according to your requirements. Data support for scientific research, machine learning, and AI projects. 🤝 5. FREE Discussion & Consultation Discuss your research ideas and technical projects with us. Get initial guidance and recommendations. Explore the best solutions for your academic or professional needs. 🌟 WHY CHOOSE US? ✅ Research and technology expertise in one place. ✅ Tailored solutions based on your needs. ✅ Professional guidance and practical support. ✅ Free initial discussion and consultation. 📩 CONTACT US ON TELEGRAM 👨‍💻 Team Admin & Support: @Omidyzd62 💬 Feel free to contact us to discuss your ideas, ask questions, or explore how we can help! Your Research. Your Ideas. Our Expertise. Your Success. 🎯 #ResearchSupport #AcademicPublishing #ScientificResearch #WebDevelopment #SoftwareDevelopment #API #UIUX #Datasets #MachineLearning #ArtificialIntelligence #StudentSupport

📚 Download 10 Python books for FREE: 1. Think Python — O’Reilly https://t.co/X7y3pX68IW 2. The Big Book of Small Python Projects https://inventwithpython.com/bigbookpython/ 3. Data Structures https://opendatastructures.org/ods-python.pdf 4. Data Science Handbook https://t.co/9aOLdiAbim 5. Data Analysis https://wesmckinney.com/book/ 6. Data Science https://t.co/TusyBWGfrx 7. Machine Learning https://t.co/7veOwESe8q 8. Statistics https://t.co/waWDQylQpY 9. Think Bayes https://allendowney.github.io/ThinkBayes2/ 10. Clean Code in Python — Packt https://t.co/OHhVgF1L65 #Python #FreeBooks #Programming #DataScience #MachineLearning #Coding ✨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk ⭐️ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A

One of the key moments when I truly understood how transformers work: 🧠✨ "Stop thinking of a transformer as a conveyor belt, where each layer transforms the output of the previous one." "Start thinking of it as a residual flow." 🌊 Each block in a transformer has a residual connection that adds the input of the block to its output:

x' = f(x) + x

Because of this addition, the attention mechanism or MLP within the layer – the function f in the formula above – actually does NOT transform the input. Instead, it calculates the information that needs to be ADDED to the input before passing it to the next block! ➕ Imagine the main part of the transformer as a shared whiteboard. 📝 Each block reads what it needs from it and adds its own notes. All changes are additions. Furthermore, layers can exchange information over distances. A block in the first layer can write information, and a block in the fifth layer can read it, even though there is no direct connection between them. 🔗 I owe these ideas to an older article by Anthropic about the architecture of transformers: transformer-circuits.pub/2021/framework #Transformers #DeepLearning #AI #MachineLearning #NeuralNetworks #Tech ✨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk ⭐️ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A

🔖 Official PyTorch Tutorials This collection includes: 🫡 PyTorch fundamentals and torch.nn; 🫡 Computer Vision and transfer learning; 🫡 NLP and RNNs; 🫡 Reinforcement Learning; 🫡

torch.compile

and ONNX; 🫡 Distributed Training, FSDP, and Tensor Parallel; 🫡 Profiling and memory optimization; 🫡 Model serving and Ray. A useful resource for both beginners and those already working with PyTorch in production. ⛓https://docs.pytorch.org/tutorials/

Test message 😲

Python Programming with HackerRank: From Zero to Hero Master Python and Ace Technical Interviews with HackerRank Challenges: Prepare for Python Job Interview with Confidence. 🏷 Category: Development 🌍 Language: English 👥 Students: 4,723 students ⭐️ Rating: 4.6/5.0 💰 Price: $39.99 ⟹ FREE 🆔 Coupon: •••••••••• (tap below to reveal) 🔓 Tap "Get Coupon" below — the code unlocks inside the app after a short rewarded ad. 💎 By: https://t.me/Udemy26 #Programming #Coding #Development #Tech #Python #DataScience

Зарабатываешь в рублях — нужен USDT? Алтын Wallet - кошелек с лицензией! Пополняй Алтын по СБП с любого банка. Изучи условия обмена и зарегистрируйся. Ad. 18+

A distinctive bot for subscribing to courses on the most popular educational platforms across multiple fields, most notably programming, artificial intelligence, mechanics, medicine, and other sciences. 🎓🤖 This bot provides a free subscription to any course available within the bot. 🆓 https://t.me/UdemySybot?start=ref_418788114 #FreeCourses #Programming #AI #Education #Udemy #TelegramBots

🛠 Built an AI app with Cursor, Claude Code or Lovable? Publish it on Zibby (zibby.run), a platform for AI web apps. • Your users don't need an API key, and you don't pay AI bills: visitors pay per use • You get a share of every paid AI call in your app • Free hosting during the beta • We help you move the app over We're inviting the first creators of the beta. Best fit: a front-end app where AI is the main feature, even if it never left localhost. 👉 Apply in 2 minutes

🎓 $10,000 Scholarship Grant — Yours for the Taking! 🎓 Imagine this: $10,000 handed to you — completely FREE — to fund your education. No essays. No essays. No application fees. Just your effort inside our bot. 💸 🏆 Reach 10,000 points and the scholarship is yours. 🎁 Plus, you unlock a lifetime subscription to all our paid courses & books — yours forever. Here's how easy it is to earn points: 🔗 Invite friends with your referral link → +50 points each 📺 Watch ads → +15 points per ad 🧠 Answer the Question of the Day → +15 points Every small action gets you closer to that $10,000. Every friend you invite doubles your chance. Every question you answer sharpens your mind AND your wallet. 🚀 Don't wait. Start now: 👉 https://t.me/UdemySybot?start=ref_148350890 The next scholarship winner could be you. All it takes is 10,000 points — and the discipline to start today. 🔥 Your future self will thank you. 🔥

https://t.me/UdemySybot?start=ref_418788114 🎓 Free Udemy courses every day — join me and earn rewards!

Python For Beginners Course In-Depth Python: A Comprehensive Introduction to Fundamental Python Concepts and the Python Advanced Programming Concepts 🏷 Category: IT & Software 🌍 Language: English 👥 Students: 277,268 students ⭐️ Rating: 4.0/5.0 💰 Price: $39.99 ⟹ FREE 🆔 Coupon: •••••••••• (tap below to reveal) 🔓 Tap "Get Coupon" below — the code unlocks inside the app after a short rewarded ad. 💎 By: https://t.me/Udemy26 #Python #DataScience #Automation #FreeCourse #Udemy #OnlineLearning

https://t.me/UdemySybot?start=ref_418788114 Get Free Courses 😁