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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Smart Factory Fundamentals: How AI Works in Manufacturing
AI in manufacturing: why data pipelines beat model architecture. Real factory case studies show what works vs. what vendors promise.
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Python Decorators for Beginners: @syntax Explained
Python @decorator syntax explained: first-class functions, closures, and why functools.wraps prevents silent bugs in production code.
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Transformer Review: Attention Is All You Need ์์ ๋ถ์
Transformer self-attention math decoded: positional encoding, multi-head mechanics, and why it beat RNN/LSTM. Full equations + ablations.
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Classifier-Free Guidance ๋ ผ๋ฌธ ๋ฆฌ๋ทฐ: ์กฐ๊ฑด๋ถ ์์ฑ ๋ชจ๋ธ์ ํต์ฌ ๊ธฐ๋ฒ ์์ ์ ๋ฆฌ
Classifier-Free Guidance doubles diffusion model quality without extra networks. Guidance scale tuning math + Stable Diffusion internals.
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DDPM Review: Denoising Diffusion Probabilistic Models ๋ถ์
DDPM diffusion models explained: forward/reverse process math, simplified loss function derivation, and U-Net architecture that changed AI.
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๊ธ์ต๊ถ ์ด์๊ฑฐ๋ ํ์ง ๋ชจ๋ธ ์๋ฒฝ ๊ฐ์ด๋: AI๊ฐ ๊ธ์ต์ฌ๊ธฐ๋ฅผ ๋ง๋ ๋ฐฉ๋ฒ
Stop financial fraud with AI: compare Isolation Forest, Autoencoder, XGBoost, and GNN for real-time transaction anomaly detection with code.
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Advanced Trading Bot Features: Risk Management and Backtesting
Avoid the Kelly Criterion trap in crypto bots. Walk-forward backtesting + slippage models reveal what actually works for position sizing.
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Upbit Trading Bot Part 2: Market Analysis and Order Execution
Build a moving average bot on Upbit that handles API failures and slippageโlessons from real trades that lost money before they made it.