پایتون ( Machine Learning | Data Science )
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🔁ادمین :
@maryam3771
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Automatically Generate Image CAPTCHAs with Python for Enhanced Security



#Python #DataScience
#MachineLearning #AI


🆔 @Python4all_pro
A python tool that uses GPT-4, FFmpeg, and OpenCV to automatically analyze videos, extract the most interesting sections, and crop them for an improved viewing experience.

Helps you generate YouTube Shorts from long videos by leveraging Whisper for transcription and GPT-4 for highlight extraction and vertical cropping.

What it offers:

→ Downloads videos directly from YouTube URLs.

→ Transcribes video content using Whisper for accurate text representation.

→ Extracts engaging highlights from transcriptions using GPT-4, identifying key moments.

→ Detects speakers within the video content.

→ Crops video highlights vertically, optimizing them for YouTube Shorts format.

https://github. com/SamurAIGPT/AI-Youtube-Shorts-Generator



🆔 @Python4all_pro
یک فانکشن کاربردی برای پاک‌سازی کامل RAM سیستم و GPU VRAM از آبجکت‌هایی که در ادامه‌ی کد بهشون نیازی ندارین و مشاهده‌ی فضای اشغال‌شده‌ی GPU.

import gc
import time


def clear_memory():
# Delete variables if they exist in the current global scope
if "inputs" in globals():
del globals()["inputs"]
if "model" in globals():
del globals()["model"]
if "processor" in globals():
del globals()["processor"]
if "trainer" in globals():
del globals()["trainer"]
if "peft_model" in globals():
del globals()["peft_model"]
if "bnb_config" in globals():
del globals()["bnb_config"]
time.sleep(2)

# Garbage collection and clearing CUDA memory
gc.collect()
time.sleep(2)
torch.cuda.empty_cache()
torch.cuda.synchronize()
time.sleep(2)
gc.collect()
time.sleep(2)

print(f"GPU allocated memory: {torch.cuda.memory_allocated() / 1024**3:.2f} GB")
print(f"GPU reserved memory: {torch.cuda.memory_reserved() / 1024**3:.2f} GB")


clear_memory()



🆔 @Python4all_pro
Python Program to Check Whether a Given Number is Even or Odd using Recursion


🆔 @Python4all_pro
Visualizing Molecular Structures from SMILES Using RDKit

#پایتون
🆔 @Python4all_pro