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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:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:Apache Spark Application Submission
- Workflow:Cohere ai Cohere python Streaming Chat
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Sgl project Sglang Offline Batch Inference
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
Principles
- Principle:Huggingface Datasets SQL Import
- Principle:Allenai Open instruct Human Evaluation
- Principle:PacktPublishing LLM Engineers Handbook Query Expansion
- Principle:DevExpress Testcafe CLI Test Run Orchestration
- Principle:Mit han lab Llm awq Distributed Model Serving
- Principle:Eventual Inc Daft Logging Configuration
- Principle:LaurentMazare Tch rs Convolutional Layer
- Principle:Openai Evals Solver Configuration Patterns
- Principle:Google deepmind Mujoco Model XML Export
- Principle:FlowiseAI Flowise Template Marketplace
Implementations
- Implementation:Cleanlab Cleanlab Datalab Get Issues
- Implementation:Kornia Kornia Box Blur
- Implementation:Cleanlab Cleanlab Rank Classes By Label Quality
- Implementation:Evidentlyai Evidently Legacy Data Quality Calculations
- Implementation:Infiniflow Ragflow ConfirmDeleteDialog Component
- Implementation:Tensorflow Tfjs Convolutional Layers
- Implementation:Huggingface Datatrove PipelineStep
- Implementation:Deepset ai Haystack ExtractedAnswer Dataclass
- Implementation:Iterative Dvc Stage Run
- Implementation:Shiyu coder Kronos Auto Regressive Inference
Heuristics
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:Datahub project Datahub Validation Across All APIs
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:Infiniflow Ragflow Embedding Batch Size Constraint
- Heuristic:Princeton nlp SimPO Left Truncation Strategy
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
Environments
- Environment:Lance format Lance Rust Toolchain
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Bentoml BentoML NVIDIA GPU Resource