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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:Google research Deduplicate text datasets Cross dataset deduplication
- Workflow:DataExpert io Data engineer handbook Flink Kafka Streaming Pipeline
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Dotnet Machinelearning Text Classification
- Workflow:Microsoft Onnxruntime Train Convert Predict
- Workflow:Openai Evals Creating a model graded eval
- Workflow:Langchain ai Langchain Adding Partner Integration
- Workflow:Spotify Luigi Spark Processing Pipeline
- Workflow:TobikoData Sqlmesh Dbt project migration
Principles
- Principle:Cypress io Cypress Framework Detection
- Principle:LLMBook zh LLMBook zh github io LLaMA Model Architecture
- Principle:Deepset ai Haystack Embedding Based Retrieval
- Principle:Lance format Lance Data Scanning And Reading
- Principle:Bentoml BentoML Cloud Deployment Creation
- Principle:DevExpress Testcafe Assertion Retry Logic
- Principle:Online ml River Baseline Drift Detection
- Principle:Duckdb Duckdb Approximate Distinct Counting
- Principle:FMInference FlexLLMGen Async IO NVMe Operations
- Principle:Cleanlab Cleanlab Segmentation Issue Visualization
Implementations
- Implementation:Pytorch Serve Transformers Model Dowloader
- Implementation:Microsoft Onnxruntime OrtException
- Implementation:Lance format Lance Java IndexType
- Implementation:DevExpress Testcafe BrowserProviderPluginHost
- Implementation:Langchain ai Langchain BaseRateLimiter Acquire
- Implementation:Farama Foundation Gymnasium MuJoCo Utils
- Implementation:Bentoml BentoML SyncHTTPClient For Cloud
- Implementation:Openai Openai node VectorStore Files
- Implementation:FlowiseAI Flowise AddEditVariableDialog
- Implementation:Deepspeedai DeepSpeed DeepSpeedEngine Save For SP
Heuristics
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:NVIDIA NeMo Aligner DPO Sequence Packing Tips
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Sdv dev SDV CTGAN Column Performance
- Heuristic:Deepseek ai Janus CFG Weight Tuning
Environments
- Environment:Sgl project Sglang Distributed
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:Vllm project Vllm Distributed
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Cypress io Cypress Browser Requirements
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:Langfuse Langfuse Docker Infrastructure