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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:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Langchain ai Langchain Release Process
- Workflow:Run llama Llama index Data Ingestion Pipeline
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Deepset ai Haystack Extractive QA Pipeline
- Workflow:Apache Kafka Broker Startup
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Sail sg LongSpec Long Context Evaluation
Principles
- Principle:OpenRLHF OpenRLHF SFT Dataset Construction
- Principle:Webdriverio Webdriverio AutomaticDriverManagement
- Principle:Huggingface Datatrove Disk Writing Framework
- Principle:Webdriverio Webdriverio Selector Validation
- Principle:ClickHouse ClickHouse CI Pipeline Execution
- Principle:Openclaw Openclaw Gateway Server Startup
- Principle:FlowiseAI Flowise User Management
- Principle:Mage ai Mage ai Singer Message Emission
- Principle:Pyro ppl Pyro Advanced Optimizers
- Principle:Deepseek ai Janus VAE Decoding
Implementations
- Implementation:ARISE Initiative Robosuite ConeObject
- Implementation:AUTOMATIC1111 Stable diffusion webui UI Common
- Implementation:Mlflow Mlflow Log Assessment
- Implementation:FlagOpen FlagEmbedding MLVU Ego Data
- Implementation:Openai Openai python Shared Params Reasoning
- Implementation:Online ml River Facto FwFM
- Implementation:Microsoft Playwright DevtoolsController
- Implementation:Iterative Dvc Experiments Show
- Implementation:Lance format Lance TakeBench
- Implementation:Sgl project Sglang CI Permissions Config
Heuristics
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
- Heuristic:Dotnet Machinelearning Text File Sampling Strategy
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:Vespa engine Vespa Maven Parallel Build Optimization
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:Lucidrains X transformers Flash Attention Configuration
Environments
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Dotnet Machinelearning Platform Architecture Support
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:Kserve Kserve Knative Serving