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Essential ML library

  . Sweetviz — Automated EDA That Makes Your Boss Think You Didn’t Sleep Yes, pandas profiling exists. But  Sweetviz ? It generates  story-quality  EDA reports that look like you paid a designer. Here’s the shocker: it’s not widely used, and most devs have never heard of it. import sweetviz as sv import pandas as pd df = pd. read_csv ( "data.csv" ) report = sv. analyze (df) report. show_html ( "eda_report.html" ) Why it’s wizard-level: Auto-detects target feature relationships Produces visual comparisons between datasets Creates reports faster than you can say “data cleaning” I’ve used this to analyze a dataset in  90 seconds  and impress a senior scientist who thought I spent “hours.” Nope. Just Sweetviz. 2. River — Machine Learning That Learns Continuously If scikit-learn is the classic calculator,  River  is the solar-powered one that  never stops learning . You can feed it data  one row at a time  — perfect for real-time das...
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Mern

 If I had to learn the MERN stack as a complete beginner in 2026, here is exactly how I would do it: 1. Understand what MERN actually is. MERN stands for MongoDB, Express.js, React.js, and Node.js, and it’s used for building full-stack web apps. All four tools rely on JavaScript, but before touching JS, I need an even more fundamental foundation. (See step 2.) 2. Start with the real basics: HTML & CSS. React handles the frontend, but React itself is built on top of HTML, CSS, and JavaScript. So as a complete beginner in 2026, I would first learn:    a) HTML structure   b) CSS styling & layouts   c) Flexbox & Grid   d) Responsive design       This gives me the confidence to build simple static pages before moving into real programming. 3. Learn JavaScript properly. Since both the frontend (React) and backend (Node + Express) use JavaScript, I would next dive deep into JS fundamentals:    a) Variables, functions, arrays, l...

Job site

 1. FlexJobs https://www.flexjobs.com 2. We Work Remotely https://weworkremotely.com 3. Remote.co https://remote.co 4. Remotive https://remotive.io 5. Indeed Remote Jobs https://www.indeed.com/q-Remote-jobs.html 6. LinkedIn Jobs https://www.linkedin.com/jobs 7. Glassdoor https://www.glassdoor.com/ 8. AngelList https://angel.co/jobs 9. Virtual Vocations https://www.virtualvocations.com 10. SkipTheDrive https://www.skipthedrive.com 11. Remote OK https://remoteok.io 12. Working Nomads https://www.workingnomads.co/jobs 13. Jobspresso https://jobspresso.co 14. Upwork https://www.upwork.com 15. Freelancer https://www.freelancer.com 16. Guru https://www.guru.com 17. PeoplePerHour https://www.peopleperhour.com 18. Fiverr https://www.fiverr.com 19. Toptal https://www.toptal.com 20. Dribbble Jobs https://dribbble.com/jobs 21. Behance Jobs https://www.behance.net/joblist 22. Stack Overflow Jobs https://stackoverflow.com/jobs 23. CyberCoders https://www.cybercoders.com 26. ZipRecruiter https:/...

LLM for Ai agent

 

stop using chatgpt for research

 If you’re pursuing your MSc/PhD, stop using ChatGPT for research; it can be detected. Instead, here are 35 AI TOOLS & WEBSITES that can boost your academic productivity 👇👇👇 Search Engines: 1. SciLynk (scilynk.com) 2. Scinapse (scinapse.io) 3. Perplexity (perplexity.ai) 4. Semantic Scholar (semanticscholar.org) Brainstorming Research Questions: 1. Claude (claude.ai)  2. ChatGPT (chat.openai.com) Literature Review: 1. Iris (iris.ai) 2. Elicit (elicit.org) 3. Inciteful (inciteful.xyz) 4. The Literature (the-literature.com) 4. Research Rabbit (researchrabbit.ai) 5. Connected Papers (connectedpapers.com) 6. R Discovery (discovery.researcher.life) 7. Evidence Hunt (evidencehunt.com) 8. System Pro (pro.system.com) 9. Consensus (consensus.app) 10. Keenious (keenious.com) 11. Scite (scite.ai) Reading Research Papers: 1. SciSpace (typeset.io) 2. Scholarcy (scholarcy.com) Chatting with Research Papers: 1. Claude (claude.ai) 2. Humata (humata.ai) 3. ChatPDF (chatpdf.com)

11 best software site

 ምርጥ 11 የኮምፒዉተር ሶፍትዌር ማዉረጃ ሳይቶች ልጠቁማችሁ!! 1) getintopc  https://getintopc.com የተለያዩ ክራክ የተደረጉና ምርጥ ነጻ ሶፍትዌሮችን በማቅረብ የሚታወቅ ምርጥ ዌብሳይት ነው። በመሆኑም በዚህ ዌብሳይት የፈለጉትን ሶፍትዌሮችን በመፈለግ ማግኘት የሚያስችል በመሆኑ በብዙ ሰዎች ዘንድ ተፈላጊ ነው። 2) Download https://download.cnet.com የኮምፒዉተር ሶፍትዌሮችን ከማዉረጃ ሳይቶች ቀደምት ሲሆን ከዛሬ 14 ዓመት በፊት የተመሰረተ ነዉ፡፡ የዚህ ሳይት ባለቤት በቴክኖሎጂዉ ዘርፍ ገናና ስም ያለዉ CNet ነዉ፡፡ ለ Windows, Mac, and Linux የሚሆኑ ሶፍትዌሮችን እንዲሁም የሞባይል አፕሊኬሽኖችን እዚህ ማግኘት ይችላሉ፡፡ ከ 100,000 በላይ ፕሮዳከቶችን አካቷል፡፡ ሶፍትዌሮቹ በ ኤዲተሮች ተገምግመዉ እና ደረጃ ተሰጥቷቸዉ ተቀምጠዋል፡፡ የተመዘገቡ ተጠቃሚዎች ግምገማዎችን መፃፍ እና ለ ሶፍትዌሮቹ ደረጃ መስጠት ይችላሉ፡፡ 3) FileHippo https://filehippo.com ይህ ሳይት በብዙ ሰዎች ዘንድ ተወዳጅነት ያተረፈ ነዉ፡፡ FileHippo Update Checker የሚል ፕሮግራም ያካተተ ሲሆን ይህም በኮምፒዉተራችን ላይ የጫንናቸዉን ሶፍትዌሮች scan በማድረግ አዲስ የተሻሻለ ምርት ካላቸዉ ይጠቁመናል፡፡ ይህም ኮምፒዉተርን ከሚያጠቁ ቫይረሶች ለመከላከል እጅጉን ይጠቅመናል፡፡ 4) ZDNet https://downloads.zdnet.com ይህ ሳይትም እንደሌሎቹ ብዙ የ ሶፍትዌር አማራጮችን የያዘ እና በብዙዎች ዘንድ ተወዳጅነትን ያተረፈ ሳይት ነዉ፡፡ 5) Softpedia https://www.softpedia.com Softpedia የሮማኒያ ዌብሳይት ሲሆን ሶፍትዌሮችን ዳዉንሎድ ማድረግ እና ስለ ...