https://www.youngju.dev/blog 천천히 올바르게. AI Researcher & DevOps Engineer Youngju's tech blog. GPU/CUDA, LLM, MLOps, Kubernetes AI workloads, distributed training, and data engineering. ko fjvbn2003@gmail.com (Youngju Kim) fjvbn2003@gmail.com (Youngju Kim) Sat, 16 May 2026 00:00:00 GMT https://www.youngju.dev/blog/culture/2026-05-16-trading-bots-quant-tools-2026-lean-quantconnect-backtrader-zipline-freqtrade-hummingbot-nautilus-vectorbt-deep-dive.en https://www.youngju.dev/blog/culture/2026-05-16-trading-bots-quant-tools-2026-lean-quantconnect-backtrader-zipline-freqtrade-hummingbot-nautilus-vectorbt-deep-dive.en Mapping the 2026 landscape of algorithmic trading and quant tools. Open-source backtesting and live frameworks (Lean, Backtrader, Zipline, vectorbt, NautilusTrader, freqtrade, Jesse, Hummingbot), data sources (Polygon, Alpaca, IEX, CCXT), broker APIs (IBKR, Alpaca, Kiwoom, GMO), strategy families (trend, mean reversion, stat arb, market making), backtesting pitfalls (survivorship, look-ahead, overfit), machine learning and time-series foundation models (TimesFM, Chronos, Lag-Llama), risk management (drawdown, Sharpe, Kelly), and live deployment. Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) englishtrading-botsquantleanbacktraderziplinefreqtradehummingbotnautilusvectorbtalgorithmic-trading https://www.youngju.dev/blog/culture/2026-05-16-trading-bots-quant-tools-2026-lean-quantconnect-backtrader-zipline-freqtrade-hummingbot-nautilus-vectorbt-deep-dive.ja https://www.youngju.dev/blog/culture/2026-05-16-trading-bots-quant-tools-2026-lean-quantconnect-backtrader-zipline-freqtrade-hummingbot-nautilus-vectorbt-deep-dive.ja 2026年のアルゴリズム取引とクオンツツールの全体像をマッピング。オープンソースのバックテスト・ライブフレームワーク (Lean、Backtrader、Zipline、vectorbt、NautilusTrader、freqtrade、Jesse、Hummingbot)、データソース (Polygon、Alpaca、IEX、CCXT)、ブローカーAPI (IBKR、Alpaca、キウム、GMO)、戦略カテゴリ (トレンド・平均回帰・統計裁定・MM)、バックテストの落とし穴 (生存バイアス・先読み・過学習)、機械学習と時系列基盤モデル (TimesFM、Chronos、Lag-Llama)、リスク管理 (ドローダウン・シャープ・ケリー)、本番デプロイまで。 Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) 日本語trading-botsquantleanbacktraderziplinefreqtradehummingbotnautilusvectorbtalgorithmic-trading https://www.youngju.dev/blog/culture/2026-05-16-trading-bots-quant-tools-2026-lean-quantconnect-backtrader-zipline-freqtrade-hummingbot-nautilus-vectorbt-deep-dive https://www.youngju.dev/blog/culture/2026-05-16-trading-bots-quant-tools-2026-lean-quantconnect-backtrader-zipline-freqtrade-hummingbot-nautilus-vectorbt-deep-dive 2026년 알고리즘 트레이딩과 퀀트 툴의 지도를 그린다. 오픈소스 백테스팅·라이브 프레임워크(Lean, Backtrader, Zipline, vectorbt, NautilusTrader, freqtrade, Jesse, Hummingbot), 데이터 소스(Polygon, Alpaca, IEX, CCXT), 브로커 API(IBKR, Alpaca, 키움, GMO), 전략 유형(추세·평균회귀·통계차익·MM), 백테스팅 함정(생존편향·미래누수·과적합), 머신러닝과 시계열 예측(TimesFM, Chronos, Lag-Llama), 리스크 관리(드로우다운·샤프·켈리), 실제 배포까지. Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) trading-botsquantleanbacktraderziplinefreqtradehummingbotnautilusvectorbtalgorithmic-trading