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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:Mlc ai Web llm Structured Output Generation
- Workflow:Langfuse Langfuse Dataset experiment pipeline
- Workflow:Datahub project Datahub Java SDK Metadata Emission
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:Apache Kafka PR Merge And Backport
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:Mistralai Client python Text Embeddings
Principles
- Principle:LaurentMazare Tch rs YOLO Object Detection
- Principle:Kserve Kserve Doc Link Verification
- Principle:EvolvingLMMs Lab Lmms eval Post Processing and Metrics
- Principle:Isaac sim IsaacGymEnvs Skeleton Visualization
- Principle:Mlflow Mlflow Protobuf Code Generation
- Principle:Volcengine Verl Tool Configuration
- Principle:Google deepmind Mujoco Constraint Solving
- Principle:Microsoft Playwright Clean Up Test Resources
- Principle:Pyro ppl Pyro Enumeration Configuration
- Principle:Risingwavelabs Risingwave CDC Source Streaming
Implementations
- Implementation:DevExpress Testcafe ScreenshotCapturer
- Implementation:Openai Openai agents python ItemHelpers
- Implementation:Norrrrrrr lyn WAInjectBench JSONL Text Data Schema
- Implementation:FlagOpen FlagEmbedding FlagAutoReranker From Finetuned Validation
- Implementation:Infiniflow Ragflow LLM Constants
- Implementation:Microsoft LoRA Run GLUE No Trainer
- Implementation:Huggingface Datatrove ZstdMediaWriter
- Implementation:Sgl project Sglang CPU RoPE
- Implementation:LMCache LMCache Base Cache Policy
- Implementation:Huggingface Optimum GPTQQuantizer Convert Model
Heuristics
- Heuristic:TobikoData Sqlmesh Model Change Categorization
- Heuristic:Apache Airflow Database Lock Handling
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:Apache Dolphinscheduler Netty Thread Sizing
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Apache Dolphinscheduler Datasource Cache Expiry
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
Environments
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Online ml River Python Runtime Environment
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Avhz RustQuant Rust Stable
- Environment:LMCache LMCache Python Runtime
- Environment:Huggingface Diffusers Attention Backends
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment