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Source channel @githubtrending · Post #15436 · Jan 25

#python#amd#anime#compression_artifact_reduction#deep_learning#directx_12#gui_application#intel#manga#noise_reduction#nvidia#onnx#onnxruntime#opencv#python#python3#pytorch#super_resolution#video#video_processing#windows QualityScaler is a free Windows AI app that upscales, enhances, and denoises your images and videos with a simple drag-and-drop GUI. It supports formats like JPG, PNG, MP4, MKV; works offline on any DirectX12 GPU (4GB+ VRAM, 8GB RAM); and offers features like multi-GPU use, resize, interpolation, and stop/resume. Download from itch.io, Steam, or GitHub. Benefit: Quickly turn low-quality photos/videos into sharp HD masterpieces privately on your PC, saving time and money vs. online tools. https://github.com/Djdefrag/QualityScaler

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EdgeMarket.AI 📣

@edgemarketai · Post #7991 · 02/20/2026, 10:35 AM

High-profile matches expose more than skill — they reveal system dynamics. For Nottingham Forest vs Liverpool, EdgeMarket analyzes scenario formation: • Momentum vs control • Tactical flexibility • Fatigue and recovery cycles • Pressure response under crowd intensity Rather than framing outcomes as binary, we focus on how probabilities evolve before and during the match. Sport is one of the clearest real-world laboratories for decision intelligence. #DecisionIntelligence#SportsAnalytics#PremierLeague#EdgeMarket#SystemsThinking#OutcomeAnalysis