#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
We can use Short-Term Holder MVRV to monitor the unrealized profit or loss of new market participants. Comparing the STH cost-basis to the spot price reveals the pressure they face to sell at a loss or take profit.
#MVRV is already above the 1.0 Mark, which shows strong bullishness in the market and #MVRV tested the Moving Average as Resistance already, and more momentum yet to come if it crosses the 155D Moving Average with MVRV
By Crypto Australia
#MVRV started flipping bullish as #MVRV Ratio flipping above the 1Y MRVR Moving Average. Historically, we've seen this indicating some good mid-term and long-term trends successfully, so this could be another indication to us.
By Crypto Australia
🚀 Bitcoin's Potential Bear-Market 'Iron Bottom' Predicted by Analyst
A CryptoQuant analyst has projected that Bitcoin might establish a bear-market 'iron bottom' within the $55,000–$60,000 range by the end of 2026. According to NS3.AI, this prediction is grounded in on-chain indicators, notably the MVRV Z-score, which has moderated but remains above negative levels.
#Bitcoin#Crypto#BearMarket#CryptoAnalysis#MVRV#OnChainData#CryptoPredictions#BTC