#python#deep_learning#inference#openai#quantization#speech_recognition#speech_to_text#transformer#whisper
Faster-Whisper is a fast version of OpenAI's Whisper that transcribes audio up to 4x quicker with the same accuracy, using less memory on CPU or GPU—benchmarks show it beats original Whisper (e.g., 1m03s vs 2m23s for 13-min audio on GPU). Install via `pip install faster-whisper`, no FFmpeg needed, and use simple Python code like `WhisperModel("large-v3").transcribe("audio.mp3")` for segments with timestamps. You benefit by getting quick, efficient speech-to-text for real-time apps, saving time and resources on long files or batches.
https://github.com/SYSTRAN/faster-whisper
🤔#LDO Financial indicators for Lido in 2025 show that total revenue decreased by 23% on an annual basis to $40.5 million, with net staking commission revenue amounting to $37.4 million.
The DAO is evaluating a potential LDO buyback program in the second quarter of 2026. link
#LDO/USDT analysis :
#LDO is in a downtrend, currently rejecting from the 200 EMA resistance after going through a correction phase. It is expected to continue its bearish momentum and test the previous swing low. Wait for the break of the $1.091 level downside for a short entry.
TF : 15min
Entry : $1.091
Target : $0.993
SL : $1.153
#LDO/USDT analysis -
#LDO has recently broken out of the channel after facing rejection from the 200 EMA in a downtrend. It is now expected to continue its downward momentum and test new lows.
TF : 2H
Entry : $1.530
Target : $1.398
SL : $1.604