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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:Apache Dolphinscheduler RPC Service Communication
- Workflow:VainF Torch Pruning LLM Structural Pruning
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:Trailofbits Fickling PyTorch Payload Injection
- Workflow:NVIDIA NeMo Curator Semantic Deduplication
- Workflow:Iterative Dvc Pipeline Reproduction
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
Principles
- Principle:Kserve Kserve Pipeline Validation
- Principle:Langfuse Langfuse Export Completion Notification
- Principle:Deepseek ai Janus Image Post Processing Flow
- Principle:Anthropics Anthropic sdk python Message Request Construction
- Principle:Apache Paimon Lazy Blob Loading
- Principle:FlowiseAI Flowise Evaluation Rerun
- Principle:Googleapis Python genai Training Dataset Preparation
- Principle:Wandb Weave Prompt Retrieval
- Principle:Huggingface Trl PEFT LoRA Configuration Reward
- Principle:OpenGVLab InternVL Model Configuration
Implementations
- Implementation:Promptfoo Promptfoo RedteamGraderBase getResult
- Implementation:Kubeflow Kubeflow Git Tag Container Push
- Implementation:Puppeteer Puppeteer Common Types
- Implementation:Recommenders team Recommenders Notebook Utils
- Implementation:Openclaw Openclaw LoadWorkspaceBootstrapFiles
- Implementation:Nautechsystems Nautilus trader Data Event Handlers
- Implementation:Treeverse LakeFS Java SDK Model PrepareGCUncommittedResponse
- Implementation:Online ml River Forest ARFClassifier
- Implementation:NVIDIA TransformerEngine NVFP4 Storage
- Implementation:Datajuicer Data juicer RandomSelector
Heuristics
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
- Heuristic:Online ml River Hoeffding Tree Grace Period Tuning
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
Environments
- Environment:Apache Spark Release Build Environment
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Sgl project Sglang ROCm
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:NVIDIA NeMo Aligner NeMo Framework GPU Environment
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Apache Paimon Optional Extensions
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:Huggingface Transformers Python 310 Runtime