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传统机器学习

Leo Wiki

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Foundations
Foundations
- Algorithm
  Algorithm
  - 动态规划
    
    动态规划
    
    线性 DP
    
    背包 DP
    
    序列 DP
    
    区间 DP
- Programming
  Programming
  - Python
    
    Python
    
    CLI Tools
    
    PyWebIO
    
    Packaging
  - C++
    
    C++
    
    Lock
  - Rust
    
    Rust
AI
AI
- Machine Learning
  Machine Learning
  - Deep Learning
    
    Deep Learning
    
    NN
    
    CNN
    
    RNN
    
    Transformer
  - Classical ML
    
    Classical ML
    
    KNN
- Agent Engineering
  Agent Engineering
  - Coding Agents
    
    Coding Agents
    
    Architecture
    
    Agent Loop
    
    Tool System
    
    Permissions & Approval
    
    Multi-Agent
  - LangChain
    
    LangChain
    
    Core Components
    Core Components
    
    Agents
    
    Models
    
    Messages
    
    Tools
    
    Short-term Memory
    
    Streaming
    
    Structured Output
    
    LangGraph
    
    LangGraph
    
    Deep Agents
    
    Deep Agents
Data Systems
Data Systems
- OLAP
  OLAP
  - Clickhouse
    
    Clickhouse
    
    内存排查
    
    处理器与调度器
    
    实践技巧
- OLTP
  OLTP
  - Postgresql
    
    Postgresql
- Lakehouse
  Lakehouse
  - Iceberg
    
    Iceberg
- Indexing
  Indexing
  - Vector Index
    
    Vector Index
    
    Tree-based Index
    Tree-based Index
    
    KD Tree
    
    Ball Tree
    
    Annoy
    
    Hashing-based Index
    Hashing-based Index
    
    LSH
    
    Graph-based Index
    Graph-based Index
    
    HNSW
    
    Quantization Index
    Quantization Index
    
    PQ
    
    Systems & Tools
    Systems & Tools
    
    Faiss
  - Inverted Index
    
    Inverted Index
    
    Tantivy
Compute Systems
Compute Systems
- Compute Engines
  Compute Engines
  - Ray
    
    Ray
    
    Ray Core
    
    Ray Core
    
    Key Concepts
    Key Concepts
    
    Tasks
    
    Actors
    
    Actors
    
    Named Actors
    
    Terminating Actors
    
    Async API
    
    Concurrency Group API
    
    Actor Utils
    
    Out-of-band Communication
    
    Task Orders
    
    Objects
    
    Objects
    
    Serialization
    
    Object Spilling
    
    Environment Dependencies
    
    Scheduling
    
    Scheduling
    
    Labels
    
    Fault Tolerance
    
    Fault Tolerance
    
    Tasks
    
    Advanced Topics
    
    Advanced Topics
    
    Working with Jupyter
    
    Ray Data
    
    Ray Data
    
    Quick Start
    
    Key Concepts
  - Spark
    
    Spark
Orchestration Systems
Orchestration Systems
- Orchestration
  Orchestration
  - Prefect
    
    Prefect
    
    Architecture
    
    Workflows
    Workflows
    
    Flows
    
    Tasks
    
    Assets
    
    States
    
    Deployments
    Deployments
    
    Work Pools
    
    Workers
    
    Detect Zombie Flows
- Pipeline
  Pipeline
  - Flyte
    
    Flyte
Infrastructure
Infrastructure
- Orchestration
  Orchestration
  - Kubernetes
    
    Kubernetes
- Observability
  Observability
  - Loki
- Networking
  Networking
  - HTTP/HTTPS
  - gRPC
Projects
Projects
- Smart Car
Productivity
Productivity
- Ubuntu
  Ubuntu
  - GPU
  - 内网穿透
    内网穿透
    
    WireGuard
    
    frp
- Zensical
  Zensical
  - Markdown