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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Bigscience workshop Petals Prompt Tuning Classification
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:Apache Shardingsphere Cluster Mode Initialization
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Hpcaitech ColossalAI DPO Alignment
- Workflow:Google deepmind Mujoco Interactive simulation
- Workflow:Avhz RustQuant Monte Carlo Option Pricing
Principles
- Principle:Apache Beam Heartbeat and Refresh
- Principle:Apache Flink File Source Object Pooling and Record Wrapping
- Principle:Onnx Onnx External Data Verification
- Principle:Spotify Luigi Spark Resource Configuration
- Principle:Allenai Open instruct Distributed Policy Training
- Principle:Getgauge Taiko Page Screenshot
- Principle:Tensorflow Serving Version Label Routing
- Principle:Truera Trulens Record Trace Tree Visualization
- Principle:Alibaba MNN LLM Model Export
- Principle:Openclaw Openclaw Access Policy Configuration
Implementations
- Implementation:InternLM Lmdeploy State
- Implementation:Google deepmind Dm control Variation Rotations
- Implementation:Hiyouga LLaMA Factory Data Loader
- Implementation:Apache Dolphinscheduler AbstractDataSourceProcessor Validation
- Implementation:Microsoft Playwright LaunchContext CLI
- Implementation:Infiniflow Ragflow KnowledgebaseService Update Parser Config
- Implementation:Risingwavelabs Risingwave PkComparator
- Implementation:Alibaba MNN FlatBuffers IDL Gen CPP
- Implementation:Apache Paimon SstFileReader
- Implementation:Ollama Ollama Llama KV Cache ISWA
Heuristics
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
- Heuristic:Romsto Speculative Decoding Filler Top K Tuning
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:AnswerDotAI RAGatouille Index Rebuild Vs Update Decision
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
Environments
- Environment:BerriAI Litellm Python Runtime
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:Ucbepic Docetl Python Runtime
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Interpretml Interpret Python Core Environment