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- AI Prompt Engineering
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- Introduction to Cloud
-  Machine Learning with Python
 
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1️⃣ Basics of Data Science

🏷 Statistics and Probability
◾️ Statistics & Probability (https://www.khanacademy.org/math/statistics-probability)
🏷 Linear Algebra
◽️ Essence of Linear Algebra
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🏷 Python
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🏷 Pandas Library
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◾️ Data Wrangling with Pandas
(https://realpython.com/pandas-dataframe/)🏷 NumPy Library
◾️ NumPy Documentation
(https://numpy.org/doc/stable/)4️⃣ Data Visualization
🏷 Matplotlib and Seaborn Library
◾️ Matplotlib (https://matplotlib.org/stable/users/index.html) / Seaborn (https://seaborn.pydata.org/)
🏷Tableau Public Platform
◾️ Tableau Public
(https://public.tableau.com/app/discover)5️⃣ Principles of Machine Learning
🏷 scikit-learn Library
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🏷 TensorFlow Library
◾️ TensorFlow Tutorial
(https://www.tensorflow.org/tutorials)
🏷 PyTorch Library
◾️ PyTorch Documentation
(https://pytorch.org/docs/stable/index.html)
🏷 Unlimited Resources
◽️ https://t.me/mlresourcestp
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🏷 Natural Language Processing Course in Python
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1️⃣ Share Your Projects on Kaggle and GitHub
🏷 Kaggle Platform
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🏷 GitHub Platform
◾️ GitHub (https://github.com/)

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Python Tutorial (http://pythontutorial.net/)

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Machine Learning Course (http://developers.google.com/machine-learning/crash-course) by Google

Best Data Science & Machine Learning Resources (https://topmate.io/learning_resources/1406977)

Interview Process for Data Science Role at Amazon (https://t.me/datascienceresourcestp/85)

Python Interview Resources (https://t.me/pythonresourcestp/40)

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Java Summary

🔰List of Decompilers🔰

JVM-Based Languages
• Krakatau (https://github.com/Storyyeller/Krakatau) - the best decompiler I have used. Is able to decompile apps written in Scala and Kotlin into Java code. JD-GUI and Luyten have failed to do it fully.

• JD-GUI (https://github.com/java-decompiler/jd-gui)

• procyon (https://bitbucket.org/mstrobel/procyon/wiki/Java%20Decompiler)

◦ Luyten (https://github.com/deathmarine/Luyten) - one of the best, though a bit slow, hangs on some binaries and not very well maintained.

• JAD (http://varaneckas.com/jad/) - JAD Java Decompiler (closed-source, unmaintained)

• JADX (https://github.com/skylot/jadx) - a decompiler for Android apps. Not related to JAD.

.NET-Based Languages
◦ dotPeek (https://www.jetbrains.com/decompiler/) - a free-of-charge .NET decompiler from JetBrains

◦ ILSpy (https://github.com/icsharpcode/ILSpy/) - an open-source .NET assembly browser and decompiler

◦ dnSpy (https://github.com/0xd4d/dnSpy) - .NET assembly editor, decompiler, and debugger

Native Code
◦ Hopper (https://www.hopperapp.com/) - A OS X and Linux Disassembler/Decompiler for 32/64-bit Windows/Mac/Linux/iOS executables.

◦ cutter (https://github.com/radareorg/cutter) - a decompiler based on radare2.

◦ retdec (https://github.com/avast-tl/retdec)

◦ snowman (https://github.com/yegord/snowman)

◦ Hex-Rays (https://www.hex-rays.com/products/decompiler/)

Python
◦ uncompyle6 (https://github.com/rocky/python-uncompyle6) - decompiler for the over 20 releases and 20 years of CPython.

7 Free Courses by Udacity: https://t.me/techpsyche/633

ML Crash Course by Google
https://developers.google.com/machine-learning/crash-course

IBM Free Courses with Certification
https://tinyurl.com/42nau8jx

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https://t.me/techpsyche/596

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Important Coding Concepts 👆

Practice these 5 intermediate SQL interview questions today!

1. Write a SQL query for cumulative sum of salary of each employee from Jan to July. (Column name – Emp_id, Month, Salary).

2. Write a SQL query to display year on year growth for each product. (Column name – transaction_id, Product_id, transaction_date, spend). Output will have year, product_id & yoy_growth.

3. Write a SQL query to find the numbers which consecutively occurs 3 times. (Column name – id, numbers)

4. Write a SQL query to find the days when temperature was higher than its previous dates. (Column name – Days, Temp)

5. Write a SQL query to find the nth highest salary from the table emp. (Column name – id, salary)

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Download SQL Cheatsheet (https://t.me/sqlresourcestp/4)

Also try to apply what you learn through hands-on projects or challenges.

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Hope it helps :)

Python-Code

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Web Developer Project Ideas

🔰What is CTF? 🔰

CTF (Capture The Flag) is a kind of information security competition that challenges contestants to solve a variety of tasks ranging from a scavenger hunt on wikipedia to basic programming exercises, to hacking your way into a server to steal data. In these challenges, the contestant is usually asked to find a specific piece of text that may be hidden on the server or behind a webpage. This goal is called the flag, hence the name! Like many competitions, the skill level for CTFs varies between the events. Some are targeted towards professionals with experience operating on cyber security teams. These typically offer a large cash reward and can be held at a specific physical location.

How to Solve CTF: https://t.me/zerotrusthackers/76

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AI Tools for Content Research:

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8. Social Animal
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11. Mention
12. Feedly
13. Quora
14. Reddit
15. Trendspottr
16. BuzzStream
17. Sprout Social
18. Hootsuite Insights
19. Followerwonk
20. Nuzzel

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