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Source channel @githubtrending · Post #15385 · Jan 2

#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

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Shadow Traders Fx

@shadowtraderfx · Post #4141 · 08/20/2025, 03:39 PM

🚀BITCOIN H3 SCENARIO – Bullish Case Strengthening From both a technical and fundamental perspective, Bitcoin is showing strong signs of bullish continuation: 📊Technical Outlook: • Price is consolidating just above the $113K–114K demand zone, where buyers have repeatedly stepped in. • A clean breakout above $118K could trigger momentum toward the $123K–124K resistance zone, in line with previous liquidity sweeps. • Current market structure favors a bullish push if higher lows hold. 🌍Fundamental Outlook: • Recent institutional inflows into Bitcoin ETFs continue to provide upside momentum. • The weakening USD Index (DXY) supports risk-on sentiment across major assets. • Market participants are also pricing in expectations of a more dovish Fed stance, boosting demand for Bitcoin as a hedge. ⚡️Scenario: If buyers defend the $113K–114K base, probability remains high for a retest of $123K+. However, sustained rejection below $113K could invalidate this setup. 💬 Which side do you think will win — bulls or bears? Comment below! 👉 Subscribe for more high-probability setups & real-time insights. #Bitcoin#CryptoTrading#TechnicalAnalysis#FundamentalAnalysis#BTC