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Linear Regression Math Basis Exponential Family Distribution Classification Classfication Bayes Background Inference Prediction Conclusion Feedforward Neural Network Development Non-Linear Problem Support Vector Machine Hard Margin Modeling and Solution Soft Weak Duality Proof Geometric Interpretation Slate KKT Condition Kernel Method The Definition of Positive Function Necessary Sufficient Conditions Probability Graph Bayesian D-Separation Example Markov Variational Algorithm Stochastic Gradient 7 Variable Elimination 08 Belief Propagation 09 Max Product 10 Moral Factor Guassian Process Introduction Gaussian Weight Space View Expectation Maximization Convergence Derived Formula Generalized Mixture Model Maximum Likelihood Estimation Chain Monte Carlo Sampling Metropolis Hastings Gibbs MCMC Hidden Evaluation Learning Decoding Kalman Filter Construction Pacticle Conditional Random Field Restricted Boltzmann Spectral Clustering Confronting Partition Approximate Sigmoid Deep Generative Adversarial Flow Reinforcement Decision Dynamic Programming Blog 复盘 CV 目标检测 表格 Tsr baby TSR 数据标注 Modeling Baselines Experiment Tracking Optimizing Hyperparameters Evaluating APIs for Model Serving Application Commands Arguments Testing Machine Learning Systems dvc Data Augmentation EDA tag data Data Preprocessing Splitting Dataset Machine Learning Documenting Code Logging for ML Systems Makefiles Organizing Machine Learning Code Packaging a Python Codebase -Styling Formatting Code opencv docker Git Pre-commit Machine Learning Systems Design Dashboard monitoring monthly_note Data Stack for Machine Learning Feature Store Orchestration design DETR 转载 引用 GPT Generative Pre-Training
Experiment Tracking

实验跟踪

2022年10月


Optimizing Hyperparameters

优化超参数

2022年10月


APIs for Model Serving

模型服务 API

2022年10月


Data Augmentation

数据增强

2022年10月


Organizing Machine Learning Code

组织机器学习代码

2022年10月


Packaging a Python Codebase

打包python代码库

2022年10月


Machine Learning Systems Design

机器学习系统设计

2022年10月


Data Stack for Machine Learning

机器学习编排

2022年11月


Generative Pre-Training

学习笔记

2022年12月