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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:Mit han lab Llm awq HuggingFace Model Export
- Workflow:Deepseek ai Janus Autoregressive Image Generation
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:Microsoft Onnxruntime On Device Training
- Workflow:Vespa engine Vespa CI CD build pipeline
- Workflow:Interpretml Interpret Model Explanation And Visualization
Principles
- Principle:OpenRLHF OpenRLHF Reward Model Training Loop
- Principle:Obss Sahi Result Visualization
- Principle:Microsoft BIPIA Training Data Construction
- Principle:TobikoData Sqlmesh Environment Invalidation And Cleanup
- Principle:Guardrails ai Guardrails Remote Guard Connection
- Principle:Ray project Ray Actor Instance Creation
- Principle:Huggingface Datatrove Inference Server Management
- Principle:TobikoData Sqlmesh Dbt Full Conversion
- Principle:OpenHands OpenHands Sandbox Creation
- Principle:Speechbrain Speechbrain Speaker Embedding Model Training
Implementations
- Implementation:Haosulab ManiSkill MultiAgent
- Implementation:Guardrails ai Guardrails Guard Tracing
- Implementation:Treeverse LakeFS Java SDK Model CommitCreation
- Implementation:Sgl project Sglang ModelConfig And LoadConfig
- Implementation:Nightwatchjs Nightwatch Desired Capabilities Type Definitions
- Implementation:Apache Druid CompactionDynamicConfigDialog
- Implementation:Online ml River Stats Count
- Implementation:Heibaiying BigData Notes Spark Write External Data
- Implementation:Astronomer Astronomer cosmos MemoryTracker
- Implementation:Apache Airflow ListenerManager Hooks
Heuristics
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:Snorkel team Snorkel LabelModel Mu Eps Clamping
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Fastai Fastbook Discriminative Learning Rates
- Heuristic:Obss Sahi Auto Slice Resolution
- Heuristic:Haifengl Smile BFGS Convergence Tuning
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
Environments
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment
- Environment:Huggingface Datatrove Python Runtime
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:Vllm project Vllm CUDA Runtime
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Cypress io Cypress Browser Requirements
- Environment:Arize ai Phoenix OpenTelemetry SDK