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Total Pages
1,118
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:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Togethercomputer Together python Chat Completion
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:Pola rs Polars Streaming Large Dataset Processing
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:NVIDIA NeMo Curator Semantic Deduplication
Principles
- Principle:Datahub project Datahub CLI Installation For Docker
- Principle:Google deepmind Mujoco Restrict Optimization
- Principle:Haosulab ManiSkill Reward Success Design
- Principle:Dotnet Machinelearning Text Featurization
- Principle:Apache Druid Partitioning Configuration
- Principle:Cypress io Cypress Launchpad Initialization
- Principle:Apache Beam Pipeline Construction
- Principle:Volcengine Verl Package Initialization
- Principle:NVIDIA NeMo Curator File Partitioning
- Principle:Hpcaitech ColossalAI Text Splitting Chunking
Implementations
- Implementation:Sgl project Sglang CPU GEMM FP8
- Implementation:Tencent Ncnn Extractor Input And Extract
- Implementation:Kornia Kornia ZCA Whitening
- Implementation:Ggml org Ggml Download ggml model
- Implementation:Turboderp org Exllamav2 ExLlamaV2WebSocketServer
- Implementation:Trailofbits Fickling Deactivate Safe ML Environment
- Implementation:ArroyoSystems Arroyo Wait For State
- Implementation:Facebookresearch Habitat lab Observations to image
- Implementation:Hiyouga LLaMA Factory Data Converter
- Implementation:MaterializeInc Materialize ResolvedImage Build
Heuristics
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
Environments
- Environment:Huggingface Datasets JAX Integration
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Tencent Ncnn Build Environment
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Apache Druid Web Console Development
- Environment:Kserve Kserve Knative Serving
- Environment:Alibaba ROLL Diffusion Video Environment