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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:Lm sys FastChat Distributed Model Serving
- Workflow:Langchain ai Langchain Tool Calling Structured Output
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Microsoft Onnxruntime Nodejs Inference
Principles
- Principle:Datahub project Datahub Java Client Initialization
- Principle:Isaac sim IsaacGymEnvs Robot Controller Configuration
- Principle:Fastai Fastbook Model Ensembling
- Principle:OWASP Www project top 10 for large language model applications Manual Adversarial Testing
- Principle:Haifengl Smile DataFrame Inspection
- Principle:Microsoft Playwright Select Browser and Configure Context
- Principle:Apache Dolphinscheduler Plugin Module Structure
- Principle:Duckdb Duckdb Executable Building
- Principle:OpenRLHF OpenRLHF Ray Cluster Initialization
- Principle:NVIDIA NeMo Aligner SteerLM Data Preparation
Implementations
- Implementation:TA Lib Ta lib python Get Functions API
- Implementation:Pytorch Serve Model Manifest
- Implementation:Vllm project Vllm Mergify Config
- Implementation:ContextualAI HALOs LM Eval CLI
- Implementation:Spotify Luigi BigQueryLoadAvro
- Implementation:NVIDIA DALI Legacy TF Op
- Implementation:Risingwavelabs Risingwave DynFields
- Implementation:Confident ai Deepeval TraceManager Configure
- Implementation:FlowiseAI Flowise EmbedChat Code Generation
- Implementation:Lance format Lance Java WriteFragmentBuilder
Heuristics
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:Sgl project Sglang Chunked Prefill OOM Prevention
- Heuristic:Apache Dolphinscheduler Datasource Cache Expiry
Environments
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Open compass VLMEvalKit Python Runtime Environment
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Alibaba MNN CPU Build Environment
- Environment:Onnx Onnx Python Runtime Environment