TildAlice – Tech Blog for Developers
Python, AI, Deep Learning, Data Analysis, Computer Vision, Reinforcement Learning โ tips and tutorials
Latest Posts
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Pandas vs SQL: 3.2x Speed Gap in Real Data Cleaning Jobs
Compare Pandas vs SQL performance in real data cleaning tasks. Benchmark reveals surprising winner in the 3.2x speed gapโand when to use each tool.
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PyTorch 2.6 vs TensorFlow 2.18: 5x Faster Training
PyTorch compile mode hit 847 img/s vs TensorFlow XLA's 612 img/s on ResNet-50. Here's when the 5x speedup actually matters โ and when it breaks.
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PPO Entropy Decay Bug: Why Exploration Dies at 500K Steps
Your PPO agent flatlines at 500K steps because entropy coefficient decay silently kills exploration. Here's the adaptive fix that saved my Ant-v4 runs.
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Kubernetes HPA + Triton: Custom Metrics Autoscaling Setup
Build Kubernetes HPA autoscaling for Triton Inference Server using custom GPU metrics. Learn Prometheus adapter setup and scaling policies.
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RLHF vs DPO: Training Cost Drops 68% in Real Migration
RLHF to DPO migration cut our 7B model training cost from $12.4K to $3.95K. Here's what broke, what worked, and the one dataset bug that tanked accuracy.
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OpenCV to Albumentations: 3x Faster Augmentation Pipeline
Migrate from OpenCV to Albumentations for 3x faster image augmentation. Compare performance, GPU support, and integration tips for CV pipelines.
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PyTorch vs TensorFlow 2026: Why Framework Wars Distract
Compare PyTorch vs TensorFlow in 2026 and discover why the framework debate misses the point. Build better models by focusing on what truly matters.