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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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Browse by Category
| 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:Guardrails ai Guardrails Streaming Validation
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Openai Evals Running a single eval
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:Microsoft BIPIA White Box Defense Finetuning
- Workflow:OpenRLHF OpenRLHF Iterative DPO
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:ContextualAI HALOs Reward Model Training
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
Principles
- Principle:ARISE Initiative Robosuite Robot Simulation Abstraction
- Principle:Sgl project Sglang Server Arguments Configuration
- Principle:Langchain ai Langgraph Graph Execution
- Principle:OpenHands OpenHands Sandbox Creation
- Principle:Webdriverio Webdriverio Cucumber Configuration
- Principle:Microsoft Playwright Implement Response Fixtures
- Principle:Openai Openai agents python RunState Serialization
- Principle:Langgenius Dify UserSettings
- Principle:Webdriverio Webdriverio Reporter Pattern
- Principle:Apache Airflow Provider Release Process
Implementations
- Implementation:Datahub project Datahub HdfsPathDataset
- Implementation:ClickHouse ClickHouse SSLManager InitializeServer
- Implementation:Openai Openai node Images Resource
- Implementation:Scikit learn Scikit learn GaussianMixture
- Implementation:Volcengine Verl Toolcall Shaping Reward
- Implementation:Microsoft Playwright CLI Automation Commands
- Implementation:Datahub project Datahub SparkConfigParser ParseSparkConfig
- Implementation:Vibrantlabsai Ragas MultiModalPrompt
- Implementation:Teamcapybara Capybara Selector Expression Filter
- Implementation:Mit han lab Llm awq NVILA Builder
Heuristics
- Heuristic:Datahub project Datahub Venv Copies Mode
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Roboflow Rf detr Resolution Divisibility Rule
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
- Heuristic:Openclaw Openclaw Conservative Error Retry Classification
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:Infiniflow Ragflow Embedding Batch Size Constraint
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
Environments
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Dagster io Dagster GRPC Communication
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment
- Environment:Vllm project Vllm CPU Runtime
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Sgl project Sglang CPU Runtime
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Kserve Kserve Cert Manager
- Environment:Google deepmind Mujoco C Build Environment