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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:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:Openai Evals Running an eval set
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:Triton inference server Server Quickstart Model Deployment
- Workflow:TA Lib Ta lib python Basic Indicator Computation
- Workflow:Teamcapybara Capybara Element Finding And Interaction
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
Principles
- Principle:TobikoData Sqlmesh Dbt Validation And Testing
- Principle:Facebookresearch Audiocraft Export Directory Organization
- Principle:Huggingface Datasets Dataset Metadata Inspection
- Principle:Helicone Helicone Registry Snapshot Testing
- Principle:Pytorch Serve Documentation Generation
- Principle:Pola rs Polars Rust Crate Feature System
- Principle:Isaac sim IsaacGymEnvs Runtime Randomization
- Principle:Apache Kafka Builder Cleanup
- Principle:Guardrails ai Guardrails Guard Pydantic Factory
- Principle:Farama Foundation Gymnasium Environment Interaction Loop
Implementations
- Implementation:Allenai Open instruct Mason Main
- Implementation:Open compass VLMEvalKit VLRewardBench
- Implementation:Hiyouga LLaMA Factory V1 Rendering Plugin
- Implementation:Hiyouga LLaMA Factory Data Parser
- Implementation:LMCache LMCache P2PBackend Batched Get Non Blocking
- Implementation:Datajuicer Data juicer ImagePairSimilarityFilter
- Implementation:Webdriverio Webdriverio XPath SelectorBuilder
- Implementation:Datahub project Datahub ProtobufDatasetVisitor
- Implementation:FlowiseAI Flowise EvalsResultDialog
- Implementation:Puppeteer Puppeteer Injected PierceQuerySelector
Heuristics
- Heuristic:CrewAIInc CrewAI LLM Provider Message Workarounds
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
Environments
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Alibaba MNN CPU Build Environment
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:Allenai Open instruct Beaker Cluster
- Environment:Mit han lab Llm awq VILA Multimodal Environment