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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:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:Danijar Dreamerv3 Distributed Parallel Training
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
Principles
- Principle:Iterative Dvc Vega Lite Conversion
- Principle:Apache Airflow RC Verification
- Principle:Nightwatchjs Nightwatch Step Definition Implementation
- Principle:ClickHouse ClickHouse Pull Request Submission
- Principle:Mlc ai Web llm Tool Definition
- Principle:ContextualAI HALOs Iterative Alignment Loop
- Principle:DataTalksClub Data engineering zoomcamp Parquet Data Ingestion
- Principle:Treeverse LakeFS Import Source Preparation
- Principle:Apache Beam Model Enforcement
- Principle:InternLM Lmdeploy Pipeline Initialization
Implementations
- Implementation:Haifengl Smile StructType
- Implementation:LMCache LMCache Full Sync Sender
- Implementation:CarperAI Trlx NeMo PPO Trainer
- Implementation:SeldonIO Seldon core Seldon Model Infer BYTES
- Implementation:HKUDS AI Trader DataLoader
- Implementation:BerriAI Litellm Router Init
- Implementation:Apache Paimon RenamingSnapshotCommit
- Implementation:Guardrails ai Guardrails Guard Use Custom Validator
- Implementation:SeleniumHQ Selenium PageSize
- Implementation:Kserve Kserve MLServer Runtime
Heuristics
- Heuristic:Kornia Kornia Gradient Detach Stability
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Bitsandbytes foundation Bitsandbytes Outlier Threshold Detection
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
Environments
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Apache Paimon Optional Extensions
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Kserve Kserve VLLM Runtime
- Environment:Sgl project Sglang CUDA
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:Dagster io Dagster GRPC Communication
- Environment:Microsoft Agent framework Core Package Dependencies