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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:Openclaw Openclaw Channel Connection
- Workflow:DataExpert io Data engineer handbook Flink Kafka Streaming Pipeline
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:Guardrails ai Guardrails Streaming Validation
- Workflow:Alibaba ROLL RLVR Training Pipeline
- Workflow:Marker Inc Korea AutoRAG Data Creation Pipeline
- Workflow:ClickHouse ClickHouse Packaging For Distribution
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Langchain ai Langchain Tool Calling Structured Output
- Workflow:Apache Paimon Blob Storage With Descriptors
Principles
- Principle:Duckdb Duckdb C API Header Generation
- Principle:Danijar Dreamerv3 Distributed Actor Inference
- Principle:BerriAI Litellm Client Integration
- Principle:Eventual Inc Daft Batch UDF
- Principle:ContextualAI HALOs Metrics Summarization
- Principle:OpenRLHF OpenRLHF DPO Loss Computation
- Principle:Obss Sahi COCO Dataset Loading
- Principle:MaterializeInc Materialize Composition Execution
- Principle:Bentoml BentoML Service Dependency Injection
- Principle:InternLM Lmdeploy Pytorch Engine Configuration
Implementations
- Implementation:Openai Openai python Container Auto Param
- Implementation:Pyro ppl Pyro TorchDistributionMixin
- Implementation:Treeverse LakeFS Java SDK Model Setup
- Implementation:Avhz RustQuant GarmanKohlhagen83 Model
- Implementation:Avhz RustQuant Vertex
- Implementation:Microsoft Playwright Client Download
- Implementation:Scikit learn Scikit learn MulticlassUtils
- Implementation:Treeverse LakeFS ImportLocation Configuration
- Implementation:NVIDIA DALI EfficientDetPipeline
- Implementation:OpenHands OpenHands Spinner
Heuristics
- Heuristic:Vespa engine Vespa KStemmer Dictionary Loading
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
- Heuristic:MaterializeInc Materialize Docker Image Cache Lookup
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
Environments
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Promptfoo Promptfoo Node Runtime