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1,118
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:AnswerDotAI RAGatouille In Memory Retrieval
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Gretelai Gretel synthetics DataFrame Batch Synthesis
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:Openclaw Openclaw Docker Deployment
- Workflow:Datahub project Datahub Docker Quickstart Deployment
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:Lance format Lance Full Text Search
Principles
- Principle:FlowiseAI Flowise Authentication
- Principle:Bentoml BentoML Model Loading From Store
- Principle:Turboderp org Exllamav2 Quantization Sensitivity Measurement
- Principle:ClickHouse ClickHouse Server Health Verification
- Principle:Shiyu coder Kronos Autoregressive Token Generation
- Principle:Microsoft Semantic kernel Vector Similarity Search
- Principle:Webdriverio Webdriverio BrowserStack Capability Management
- Principle:Google research Deduplicate text datasets Self Similar Duplicate Detection
- Principle:Princeton nlp Tree of thought llm Thought Evaluation
- Principle:Datahub project Datahub Spark Lineage Configuration
Implementations
- Implementation:Pyro ppl Pyro TensorUtils
- Implementation:Microsoft Onnxruntime OrtCUDAProviderOptions
- Implementation:SeleniumHQ Selenium ExternalProcess
- Implementation:Datajuicer Data juicer ExtractNicknameMapper
- Implementation:Fastai Fastbook Numericalize
- Implementation:Pyro ppl Pyro CoalescentTimes
- Implementation:Interpretml Interpret Powerlift TaskMeasures
- Implementation:Datahub project Datahub MergeIntoCommandInputDatasetBuilder
- Implementation:Mage ai Mage ai Chargebee Base Stream
- Implementation:Openai Openai node Batches Resource
Heuristics
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:Onnx Onnx Shape Inference Limitations
- Heuristic:Iamhankai Forest of Thought Early Stop Majority Vote
- Heuristic:Huggingface Datasets Parquet Shard Sizing
- Heuristic:Iterative Dvc Run Cache Restoration Strategy
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Huggingface Open r1 Test Batch Early Termination
Environments
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:Apache Airflow Python Runtime Environment
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:Online ml River Build Toolchain
- Environment:Sgl project Sglang Web