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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Custom Gymnasium Environment: Portfolio Project Guide
Build a custom Gymnasium environment from scratch for your portfolio. Learn registration, spaces, and reward shaping that makes recruiters take notice.
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FastAPI Model Serving: 5 Steps to 50ms Inference
Cut FastAPI model inference from 800ms to 47ms with 5 changes: lifespan handlers, warmup, ThreadPoolExecutor, Pydantic validation, and response models.
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Heap & Stack Patterns: 8 Interview Problems Solved
Solve 8 heap and monotonic stack problems with O(n log k) patterns. Recognize when to use each structure before writing a single line of code.
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DeiT III vs DINOv2: ViT ImageNet Accuracy Without Labels
Compare DeiT III vs DINOv2 on ViT ImageNet accuracy: one needs labels, one doesn't. Discover which self-supervised approach wins and why it matters.
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MLflow Experiment Tracking: Portfolio Project in 30 Min
Build a real MLflow experiment tracking portfolio in 30 min: 40+ logged runs, CV metrics, model registry, and a live UI โ not a toy notebook screenshot.
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Docker vs Kubernetes for First ML Model: When to Use Each
Deploy ML models with Docker for simplicity or Kubernetes for scale. Learn when each tool fits your workflow and avoid common pitfalls.
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unittest to pytest Migration: Fixtures and Async Patterns
Migrate unittest to pytest with practical fixture examples and async testing patterns. Learn parametrization, mocking, and real-world refactoring tips.
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Claude Code vs Cursor vs Copilot: 3-Tool Accuracy Test
Compare Claude Code, Cursor, and Copilot across 3 real coding tests. See which AI tool delivers accurate fixes, refactors, and debugging.