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Heather Liu's Projects

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An optimization package with a forward mode automatic differentiation backend.

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:books: 技术面试必备基础知识、Leetcode、计算机操作系统、计算机网络、系统设计

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Summaries and resources for Designing Machine Learning Systems book (Chip Huyen, O'Reilly 2022)

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H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.

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Interview = 简历指南 + LeetCode + Kaggle

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Library for machine learning where all algorithms are implemented from scratch. Used only numpy.

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Resources for Python Crash Course, from No Starch Press.

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