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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:Helicone Helicone Integrate Provider To Gateway
- Workflow:Sdv dev SDV Single table synthesis
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Deepset ai Haystack Document Preprocessing Pipeline
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
Principles
- Principle:Triton inference server Server Model Lifecycle Testing
- Principle:Online ml River ADWIN Drift Detection
- Principle:Webdriverio Webdriverio CapabilityNormalization
- Principle:Tensorflow Serving Type Safe Erasure
- Principle:AUTOMATIC1111 Stable diffusion webui Fair Task Scheduling
- Principle:Roboflow Rf detr Model Initialization
- Principle:Openclaw Openclaw Daemon Installation
- Principle:OpenGVLab InternVL Model Inference Loading
- Principle:DistrictDataLabs Yellowbrick Residual Analysis
- Principle:Datahub project Datahub Stack Lifecycle Management
Implementations
- Implementation:Risingwavelabs Risingwave JDBCSinkFactory
- Implementation:Infiniflow Ragflow DatasetOverviewHooks
- Implementation:Apache Hudi Azure Pipelines CI Configuration
- Implementation:Datahub project Datahub Actions CLI Run
- Implementation:Apache Druid Sampler Streaming Schema
- Implementation:Speechbrain Speechbrain Train SLURP Direct Wav2Vec
- Implementation:Langchain ai Langchain BaseChatModel Subclass
- Implementation:NVIDIA TransformerEngine InferenceParams
- Implementation:Ggml org Ggml Cpu impl
- Implementation:Online ml River Datasets Index
Heuristics
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
- Heuristic:CARLA simulator Carla PID Controller Tuning
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Guardrails ai Guardrails Async Vs Sync Validation Mode
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
Environments
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Sgl project Sglang Prometheus
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Kserve Kserve VLLM Runtime
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:Nautechsystems Nautilus trader Databento API Credentials