Nvidia NVML Driver/library version mismatch
解决在运行 nvidia-smi 之后报错 Failed to initialize NVML, Driver/library version mismatch 的问题
Linux apt 换源与 docker 安装
解决因为 docker 被墙无法使用官网方法安装的问题
Multi-instance Learning
用于决数据标签噪音的问题
Zero-shot and Few-shot Learning
Zero-shot Learning 和 Few-shot Learning
Deep learning
CNN, RNN/LSTM, Transformer, GCN/GNN, VAE, GAN, Diffusion
Causal inference and causal discovery
Association, Causation
Associative Containers
set, map in STL, implement sorted data structures that can be quickly searched
Container Adaptors
queue, priority_queue, stack in STL, provide a different interface for sequential containers
Sequence Containers
vector, deque, array in STL
Multi-label and Multi-task Learning
多标签和多任务学习
python 自定义模块 ModuleNotFoundError
解决在调用自定义模块时出现的 ModuleNotFoundError 问题
python的引用传递
在项目debug时发现的自己原先没注意到的问题
Multi-view learning and Privileged Information
关于机器学习如何使用多种输入
Supervised learning
linear/logistic regression, Neural Networks, SVM
Data Domain
关于数据分布以及如何解决数据分布差异化问题
Data Sampling
数据采样与数据分布之间的关系
Linear models
PCA, FA, ICA
Singular Value Decomposition and Eigen Decomposition
SVD 和特征值分解的相关知识