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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:Sgl project Sglang Offline Batch Inference
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
Principles
- Principle:NVIDIA NeMo Curator Video Captioning
- Principle:Triton inference server Server Command Line Parsing
- Principle:Huggingface Datasets Exception Hierarchy
- Principle:Wandb Weave Distribution Build
- Principle:Openai Openai node Tool Loop Resolution
- Principle:Neuml Txtai Text Similarity
- Principle:FlowiseAI Flowise Audio Visualization
- Principle:Speechbrain Speechbrain Speaker Diarization Pipeline
- Principle:Ggml org Llama cpp Terminal IO
- Principle:Openclaw Openclaw Reply Delivery
Implementations
- Implementation:Arize ai Phoenix LLM Class
- Implementation:BerriAI Litellm Lazy Imports
- Implementation:Vibrantlabsai Ragas AgUI Integration
- Implementation:NVIDIA TransformerEngine Tensor Utils
- Implementation:Treeverse LakeFS Java SDK CommitsApi
- Implementation:Kubeflow Pipelines Pipeline Runner Role
- Implementation:Mlc ai Mlc llm Mlc package config
- Implementation:Elevenlabs Elevenlabs python ForcedAlignmentCharacterResponseModel
- Implementation:Apache Paimon ArrayUtils
- Implementation:Apache Shardingsphere RuleItemConfigurationChangedProcessor SPI
Heuristics
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:Apache Airflow Task Dependency Isolation
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:MaterializeInc Materialize Docker Image Cache Lookup
- Heuristic:Iterative Dvc YAML Dual Parser Strategy
- Heuristic:Microsoft Onnxruntime Threading Configuration Tips
- Heuristic:Microsoft Playwright Browser Specific Workarounds
- Heuristic:ArroyoSystems Arroyo Async UDF Concurrency
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
Environments
- Environment:Interpretml Interpret Visualization Environment
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Pola rs Polars Python Runtime Environment
- Environment:Trailofbits Fickling Python Runtime
- Environment:VainF Torch Pruning CUDA GPU Benchmarking