🐍 𝗣𝘆𝘁𝗵𝗼𝗻: 𝗕𝘂𝗶𝗹𝘁 𝗳𝗼𝗿 𝗦𝗽𝗲𝗲𝗱 𝗼𝗳 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁, 𝗡𝗼𝘁 𝗘𝘅𝗲𝗰𝘂𝘁𝗶𝗼𝗻

#programming #python

When you hit “𝗥𝘂𝗻” on a Python script, it might feel instant but there’s a whole flow happening behind the scenes:

𝗣𝘆𝘁𝗵𝗼𝗻 𝗘𝘅𝗲𝗰𝘂𝘁𝗶𝗼𝗻 𝗙𝗹𝗼𝘄:

1️⃣ 𝗪𝗿𝗶𝘁𝗲 𝗖𝗼𝗱𝗲 : Save your script in a .𝘱𝘺 file

2️⃣ 𝗕𝘆𝘁𝗲𝗰𝗼𝗱𝗲 𝗖𝗼𝗺𝗽𝗶𝗹𝗮𝘁𝗶𝗼𝗻 : Python compiles it to .𝘱𝘺𝘤 bytecode automatically

3️⃣ 𝗥𝘂𝗻 𝗼𝗻 𝗣𝗩𝗠 : The Python Virtual Machine (PVM) executes that bytecode

4️⃣ 𝗟𝗼𝗮𝗱 𝗟𝗶𝗯𝗿𝗮𝗿𝗶𝗲𝘀 : Standard and third-party modules are loaded as needed

Unlike Java, Python doesn't use a 𝗝𝗜𝗧 compiler by default.
That means it favors 𝗳𝗹𝗲𝘅𝗶𝗯𝗶𝗹𝗶𝘁𝘆 over 𝗿𝗮𝘄 𝗽𝗲𝗿𝗳𝗼𝗿𝗺𝗮𝗻𝗰𝗲, perfect for 𝘀𝗰𝗿𝗶𝗽𝘁𝗶𝗻𝗴, not always for 𝘀𝗽𝗲𝗲𝗱-𝗰𝗿𝗶𝘁𝗶𝗰𝗮𝗹 𝗮𝗽𝗽𝘀.

𝗪𝗵𝘆 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗲𝗿𝘀 𝗟𝗼𝘃𝗲 𝗣𝘆𝘁𝗵𝗼𝗻 🐍 :

🧠 𝗔𝗜 & 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 : Powered by TensorFlow, PyTorch, Scikit-learn

📊 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘀𝗶𝘀 & 𝗩𝗶𝘇 : Libraries like Pandas, NumPy, Matplotlib

🌐 𝗪𝗲𝗯 𝗗𝗲𝘃 : Quick web APIs with Django, Flask

⚙️ 𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻 : Scripting repetitive tasks

🎓 𝗘𝗱𝘂𝗰𝗮𝘁𝗶𝗼𝗻 : Beginner-friendly and readable

𝘞𝘩𝘺 𝘤𝘩𝘰𝘰𝘴𝘦 𝘗𝘺𝘵𝘩𝘰𝘯 🐍?

𝘠𝘰𝘶 𝘸𝘢𝘯𝘵 𝘵𝘰 𝘪𝘵𝘦𝘳𝘢𝘵𝘦 𝘧𝘢𝘴𝘵, 𝘸𝘰𝘳𝘬 𝘸𝘪𝘵𝘩 𝘥𝘢𝘵𝘢, 𝘰𝘳 𝘱𝘳𝘰𝘵𝘰𝘵𝘺𝘱𝘦 𝘸𝘪𝘵𝘩𝘰𝘶𝘵 𝘵𝘩𝘦 𝘣𝘰𝘪𝘭𝘦𝘳𝘱𝘭𝘢𝘵𝘦.