Tag: Beginner
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MobileNetV3 vs EfficientNet-Lite: ARM CPU Latency Benchmark
MobileNetV3-Small runs 2.9x faster than EfficientNet-Lite0 on Raspberry Pi 4โ23ms vs 67ms. Here's why paper FLOPs don't match real ARM latency.
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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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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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Q-Learning from Scratch: 50-Line Agent Beats Random by 94%
Write a 50-line Q-Learning agent that beats random policy by 94% on FrozenLake. Hyperparameter mistakes, convergence curves, and why it fails on CartPole.
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uv vs pip vs Poetry: 50+ Package Install Speed Test
uv installs 57 packages in 12 seconds vs pip's 152 seconds. Real benchmarks, CI results, and when Poetry's slow resolver actually saves you.
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Linear vs Binary Search: 1M Element Speed Test Results
Compare linear vs binary search performance with 1M elements - discover which algorithm wins and when to use each method in Python
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tmux Scroll vs Terminal: 10K Line Benchmark Results
tmux added 15-22% scroll lag across 4 terminals, but terminal choice caused a 3.8x gap. Alacritty rendered 10K lines in 0.48s; Warp took 1.89s.