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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:Unstructured IO Unstructured Performance Profiling
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:PeterL1n BackgroundMattingV2 Training pipeline
- Workflow:DevExpress Testcafe CLI Test Execution
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:ARISE Initiative Robosuite Teleoperation
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Onnx Onnx External Data Handling
Principles
- Principle:Duckdb Duckdb Unicode Processing
- Principle:Spotify Luigi Database Data Loading
- Principle:Apache Paimon Indexed Split Result Retrieval
- Principle:Cypress io Cypress Contribution Workflow
- Principle:TA Lib Ta lib python Price Data Preparation
- Principle:Huggingface Datasets Dataset Metadata Configuration
- Principle:Evidentlyai Evidently Grafana Visualization
- Principle:Truera Trulens Records And Feedback Query
- Principle:OpenGVLab InternVL LLaVA Multimodal Architecture
- Principle:Intel Ipex llm Pipeline Parallel Generation
Implementations
- Implementation:Spotify Luigi RunAnywayTarget
- Implementation:Infiniflow Ragflow DynamicForm Component
- Implementation:Hpcaitech ColossalAI SafetyBenchENDataset
- Implementation:Google deepmind Mujoco API References Header
- Implementation:Openai Openai python Skill List Params
- Implementation:Google deepmind Mujoco Engine Plugin
- Implementation:AUTOMATIC1111 Stable diffusion webui Canvas Zoom And Pan
- Implementation:Open compass VLMEvalKit LogicVista Utils
- Implementation:DevExpress Testcafe TestController Actions
- Implementation:PrefectHQ Prefect Hello World Example
Heuristics
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Onnx Onnx External Data Path Security
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Google deepmind Mujoco Thread Pool Configuration
- Heuristic:Marker Inc Korea AutoRAG OpenAI Rate Limit Mitigation
Environments
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Recommenders team Recommenders Spark Environment
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Sgl project Sglang Grafana
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Trailofbits Fickling PyTorch