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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:Anthropics Anthropic sdk python Basic Message Conversation
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:Vespa engine Vespa Config subscription lifecycle
- Workflow:Huggingface Datatrove Synthetic Data Generation
- Workflow:Huggingface Trl GRPO Training
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:Truera Trulens LangGraph Agent Evaluation
Principles
- Principle:Openai Openai agents python Documentation Build Pipeline
- Principle:Mlc ai Web llm Cross Thread Request Forwarding
- Principle:Deepset ai Haystack Structured Logging
- Principle:Pyro ppl Pyro Combinatorial Distributions
- Principle:Sgl project Sglang Frontend Backend Initialization
- Principle:Pytorch Serve Pipeline Parallelism
- Principle:Sktime Pytorch forecasting Recurrent Architecture
- Principle:Astronomer Astronomer cosmos Container Operator Execution
- Principle:Iterative Dvc Terminal Table Rendering
- Principle:Datahub project Datahub CLI Installation For Docker
Implementations
- Implementation:Ray project Ray Metric Histogram
- Implementation:Microsoft Playwright UsKeyboardLayout
- Implementation:DevExpress Testcafe Structure TypeDefs
- Implementation:Open compass VLMEvalKit WildVision
- Implementation:Open compass VLMEvalKit MMHelix Aquarium Eval
- Implementation:Deepspeedai DeepSpeed Evoformer Bias Broadcast
- Implementation:Sdv dev SDV BaseMultiTableSynthesizer Fit
- Implementation:LMCache LMCache Prefix Analysis
- Implementation:Apache Paimon SchemaChange
- Implementation:Pyro ppl Pyro FoldedDistribution
Heuristics
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:Huggingface Transformers Mixed Precision Training Selection
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:Google deepmind Mujoco MJX Feature Compatibility
Environments
- Environment:Obss Sahi Python Image Processing
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Apache Beam Portable Runner Environment
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Mlflow Mlflow MLflow Server Environment