Forwarded from Machine Learning with Python
GitHub repositories to enhance your Python proficiency:
- Web development with Django — https://github.com/django/django
- Data Science tools — https://github.com/rasbt/python-machine-learning-book
- Algorithmic challenges — https://github.com/TheAlgorithms/Python
- Machine learning recipes — https://github.com/ageron/handson-ml2
- Testing best practices — https://github.com/pytest-dev/pytest
- Automation scripts — https://github.com/soimort/you-get
- Advanced Python concepts — https://github.com/faif/python-patterns
Bookmark and share
https://t.iss.one/CodeProgrammer🌟
- Web development with Django — https://github.com/django/django
- Data Science tools — https://github.com/rasbt/python-machine-learning-book
- Algorithmic challenges — https://github.com/TheAlgorithms/Python
- Machine learning recipes — https://github.com/ageron/handson-ml2
- Testing best practices — https://github.com/pytest-dev/pytest
- Automation scripts — https://github.com/soimort/you-get
- Advanced Python concepts — https://github.com/faif/python-patterns
Bookmark and share
https://t.iss.one/CodeProgrammer
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Forwarded from Machine Learning with Python
A good selection for those who want to improve their skills in practice, rather than just reading theory:
tags: #ML #DataScience #DataAnalysis
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This channels is for Programmers, Coders, Software Engineers.
0️⃣ Python
1️⃣ Data Science
2️⃣ Machine Learning
3️⃣ Data Visualization
4️⃣ Artificial Intelligence
5️⃣ Data Analysis
6️⃣ Statistics
7️⃣ Deep Learning
8️⃣ programming Languages
✅ https://t.iss.one/addlist/8_rRW2scgfRhOTc0
✅ https://t.iss.one/Codeprogrammer
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𝗬𝗼𝘂 𝗱𝗼𝗻’𝘁 𝗻𝗲𝗲𝗱 𝗺𝗼𝗿𝗲 𝗰𝗼𝘂𝗿𝘀𝗲𝘀 𝘁𝗼 𝗰𝗿𝗮𝗰𝗸 𝗔𝗜/𝗠𝗟 𝗶𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄𝘀. 𝗬𝗼𝘂 𝗻𝗲𝗲𝗱 𝗮 𝘀𝗵𝗮𝗿𝗽 𝗽𝗿𝗲𝗽 𝘀𝘁𝗮𝗰𝗸.
Most people consume content.
Top candidates train with the right repos.
Here’s a tight 9-repo stack that actually moves the needle:
𝟭 ⤷ 𝗦𝘆𝘀𝘁𝗲𝗺 𝗗𝗲𝘀𝗶𝗴𝗻 𝗣𝗿𝗶𝗺𝗲𝗿 (344k ⭐️)
https://lnkd.in/grVdK9X5
↳ Scale, trade-offs, real architecture thinking
↳ What you say in design rounds starts here
𝟮 ⤷ 𝗔𝗹𝗴𝗼𝗿𝗶𝘁𝗵𝗺𝘀 𝗶𝗻 𝗣𝘆𝘁𝗵𝗼𝗻 (220k ⭐️)
https://lnkd.in/gdeUgjsi
↳ Clean implementations
↳ Sharpens fundamentals for coding + ML logic
𝟯 ⤷ 𝗧𝗲𝗰𝗵 𝗜𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄 𝗛𝗮𝗻𝗱𝗯𝗼𝗼𝗸 (139k ⭐️)
https://lnkd.in/gmwpV865
↳ End-to-end prep: DSA + design + behavioral
↳ Use it to structure your weeks
𝟰 ⤷ 𝗔𝘄𝗲𝘀𝗼𝗺𝗲 𝗠𝗟 (72.3k ⭐️)
https://lnkd.in/gSGVvmBB
↳ Curated ML resources, papers, tools
↳ Fill gaps fast without noise
𝟱 ⤷ 𝗔𝘄𝗲𝘀𝗼𝗺𝗲 𝗦𝗰𝗮𝗹𝗮𝗯𝗶𝗹𝗶𝘁𝘆 (76.6k ⭐️)
https://lnkd.in/gt3R-nhm
↳ Real systems, real trade-offs
↳ Turns theory into production thinking
𝟲 ⤷ 𝟭𝟬𝟬 𝗗𝗮𝘆𝘀 𝗼𝗳 𝗠𝗟 (50.7k ⭐️)
https://lnkd.in/gyBQF3dv
↳ Daily reps → consistency
↳ Concepts + code together
𝟳 ⤷ 𝗠𝗮𝘁𝗵 𝗳𝗼𝗿 𝗠𝗟 (15.4k ⭐️)
https://lnkd.in/g_TYTu5J
↳ Linear algebra, stats, optimization
↳ Clears “I kinda get it” confusion
𝟴 ⤷ 𝗠𝗟 𝗧𝗲𝗰𝗵𝗻𝗶𝗰𝗮𝗹 𝗜𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄𝘀 (8.1k ⭐️)
https://lnkd.in/dTt3syu2
↳ Focused ML interview questions
↳ Practice how you’ll actually be evaluated
𝟵 ⤷ 𝟲𝟱 𝗠𝗟 𝗜𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄 𝗤𝘀 (4.6k ⭐️)
https://lnkd.in/dcT9EksV
↳ Fast revision set
↳ Perfect before interviews
𝟭𝟬 ⤷ 𝗛𝗼𝘄 𝘁𝗼 𝘂𝘀𝗲 𝘁𝗵𝗶𝘀 𝗽𝗿𝗼𝗽𝗲𝗿𝗹𝘆
Fundamentals → Algorithms + Math
▼
System Design → Scalability
▼
ML Concepts → Practice Questions
▼
Daily Coding → Consistency
No jumping. No chaos. Just progression.
𝟭𝟭 ⤷ 𝗪𝗵𝗮𝘁 𝘀𝗲𝗽𝗮𝗿𝗮𝘁𝗲𝘀 𝘁𝗼𝗽 𝗰𝗮𝗻𝗱𝗶𝗱𝗮𝘁𝗲𝘀
↳ They don’t collect resources
↳ They reuse a small, high-signal stack
↳ They practice like it’s a system, not a mood
That’s the edge.
𝗬𝗼𝘂 𝗱𝗼𝗻’𝘁 𝗻𝗲𝗲𝗱 𝟱𝟬 𝗿𝗲𝗽𝗼𝘀. 𝗬𝗼𝘂 𝗻𝗲𝗲𝗱 𝟵 𝗮𝗻𝗱 𝗮 𝗽𝗹𝗮𝗻.
https://t.iss.one/DataAnalyticsX🩵
Most people consume content.
Top candidates train with the right repos.
Here’s a tight 9-repo stack that actually moves the needle:
𝟭 ⤷ 𝗦𝘆𝘀𝘁𝗲𝗺 𝗗𝗲𝘀𝗶𝗴𝗻 𝗣𝗿𝗶𝗺𝗲𝗿 (344k ⭐️)
https://lnkd.in/grVdK9X5
↳ Scale, trade-offs, real architecture thinking
↳ What you say in design rounds starts here
𝟮 ⤷ 𝗔𝗹𝗴𝗼𝗿𝗶𝘁𝗵𝗺𝘀 𝗶𝗻 𝗣𝘆𝘁𝗵𝗼𝗻 (220k ⭐️)
https://lnkd.in/gdeUgjsi
↳ Clean implementations
↳ Sharpens fundamentals for coding + ML logic
𝟯 ⤷ 𝗧𝗲𝗰𝗵 𝗜𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄 𝗛𝗮𝗻𝗱𝗯𝗼𝗼𝗸 (139k ⭐️)
https://lnkd.in/gmwpV865
↳ End-to-end prep: DSA + design + behavioral
↳ Use it to structure your weeks
𝟰 ⤷ 𝗔𝘄𝗲𝘀𝗼𝗺𝗲 𝗠𝗟 (72.3k ⭐️)
https://lnkd.in/gSGVvmBB
↳ Curated ML resources, papers, tools
↳ Fill gaps fast without noise
𝟱 ⤷ 𝗔𝘄𝗲𝘀𝗼𝗺𝗲 𝗦𝗰𝗮𝗹𝗮𝗯𝗶𝗹𝗶𝘁𝘆 (76.6k ⭐️)
https://lnkd.in/gt3R-nhm
↳ Real systems, real trade-offs
↳ Turns theory into production thinking
𝟲 ⤷ 𝟭𝟬𝟬 𝗗𝗮𝘆𝘀 𝗼𝗳 𝗠𝗟 (50.7k ⭐️)
https://lnkd.in/gyBQF3dv
↳ Daily reps → consistency
↳ Concepts + code together
𝟳 ⤷ 𝗠𝗮𝘁𝗵 𝗳𝗼𝗿 𝗠𝗟 (15.4k ⭐️)
https://lnkd.in/g_TYTu5J
↳ Linear algebra, stats, optimization
↳ Clears “I kinda get it” confusion
𝟴 ⤷ 𝗠𝗟 𝗧𝗲𝗰𝗵𝗻𝗶𝗰𝗮𝗹 𝗜𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄𝘀 (8.1k ⭐️)
https://lnkd.in/dTt3syu2
↳ Focused ML interview questions
↳ Practice how you’ll actually be evaluated
𝟵 ⤷ 𝟲𝟱 𝗠𝗟 𝗜𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄 𝗤𝘀 (4.6k ⭐️)
https://lnkd.in/dcT9EksV
↳ Fast revision set
↳ Perfect before interviews
𝟭𝟬 ⤷ 𝗛𝗼𝘄 𝘁𝗼 𝘂𝘀𝗲 𝘁𝗵𝗶𝘀 𝗽𝗿𝗼𝗽𝗲𝗿𝗹𝘆
Fundamentals → Algorithms + Math
▼
System Design → Scalability
▼
ML Concepts → Practice Questions
▼
Daily Coding → Consistency
No jumping. No chaos. Just progression.
𝟭𝟭 ⤷ 𝗪𝗵𝗮𝘁 𝘀𝗲𝗽𝗮𝗿𝗮𝘁𝗲𝘀 𝘁𝗼𝗽 𝗰𝗮𝗻𝗱𝗶𝗱𝗮𝘁𝗲𝘀
↳ They don’t collect resources
↳ They reuse a small, high-signal stack
↳ They practice like it’s a system, not a mood
That’s the edge.
𝗬𝗼𝘂 𝗱𝗼𝗻’𝘁 𝗻𝗲𝗲𝗱 𝟱𝟬 𝗿𝗲𝗽𝗼𝘀. 𝗬𝗼𝘂 𝗻𝗲𝗲𝗱 𝟵 𝗮𝗻𝗱 𝗮 𝗽𝗹𝗮𝗻.
https://t.iss.one/DataAnalyticsX
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▪️ Python + Scikit-learn → Machine learning
▪️ Python + TensorFlow → Deep learning
▪️ Python + Matplotlib / Seaborn → Data visualization
▪️ Python + BeautifulSoup → Web scraping
▪️ Python + Selenium → Browser automation
▪️ Python + FastAPI → High-performance APIs
▪️ Python + SQLAlchemy → Database access
▪️ Python + Flask / Django → Web development
▪️ Python + OpenCV → Computer vision
▪️ Python + Pygame → Game development
💡 One language. Endless possibilities.
From data science to web development, automation to AI — Python is powering it all.
Here’s the reality 👇
When you combine Python with the right tools, you unlock entire industries:
▪️ Python + Pandas → Data manipulation
▪️ Python + Scikit-learn → Machine learning
▪️ Python + TensorFlow → Deep learning
▪️ Python + Matplotlib / Seaborn → Data visualization
▪️ Python + BeautifulSoup → Web scraping
▪️ Python + Selenium → Browser automation
▪️ Python + FastAPI → High-performance APIs
▪️ Python + SQLAlchemy → Database access
▪️ Python + Flask / Django → Web development
▪️ Python + OpenCV → Computer vision
▪️ Python + Pygame → Game development
💡 One language. Endless possibilities.
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I found the BEST video explaining how LLMs work 👇
🔗 check out the full video here : https://lnkd.in/dvjZS89d
#LLM #ML #AI #Python
By: https://t.iss.one/DataAnalyticsX
🔗 check out the full video here : https://lnkd.in/dvjZS89d
#LLM #ML #AI #Python
By: https://t.iss.one/DataAnalyticsX
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LLM Interview Questions.pdf
71.2 KB
🔖 50 interview questions for LLM
A good warm-up before the interview: 50 questions on Large Language Models in one document. Not in-depth, but as a checklist to test your knowledge — just perfect.
tags: #LLM #ML #python #pytorch
➡ https://t.iss.one/DataAnalyticsX
A good warm-up before the interview: 50 questions on Large Language Models in one document. Not in-depth, but as a checklist to test your knowledge — just perfect.
tags: #LLM #ML #python #pytorch
➡ https://t.iss.one/DataAnalyticsX
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