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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:Apache Hudi Flink MOR Compaction
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:OpenGVLab InternVL Benchmark Evaluation
Principles
- Principle:Langfuse Langfuse Prompt Authoring and Versioning
- Principle:Scikit learn contrib Imbalanced learn Dataset Imbalancing
- Principle:Langfuse Langfuse LLM Execution for Experiments
- Principle:Deepset ai Haystack Semantic Answer Similarity Evaluation
- Principle:Pyro ppl Pyro Coalescent Process
- Principle:Mit han lab Llm awq Vision Language Projection
- Principle:Iterative Dvc Experiment Pipeline Execution
- Principle:Nightwatchjs Nightwatch Page Object Structure
- Principle:Liu00222 Open Prompt Injection Configuration Loading
- Principle:Treeverse LakeFS Imported Data Verification
Implementations
- Implementation:Norrrrrrr lyn WAInjectBench AdamW Training Loop
- Implementation:Microsoft Playwright TraceV6
- Implementation:LaurentMazare Tch rs Stable Diffusion Pipeline
- Implementation:Huggingface Optimum ImageClassificationProcessing
- Implementation:Pyro ppl Pyro NanMaskedDistributions
- Implementation:Microsoft Onnxruntime OrtTrainingSession JNI
- Implementation:Huggingface Datasets Dataset getitem
- Implementation:Mlc ai Mlc llm Threaded Engine Header
- Implementation:InternLM Lmdeploy AttentionConfig
- Implementation:Risingwavelabs Risingwave StreamChunkIterator
Heuristics
- Heuristic:Mlc ai Mlc llm BLAS Dispatch Decision
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Togethercomputer Together python Retry Backoff Strategy
- Heuristic:Microsoft Agent framework Typed Agent Options Pattern
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:Huggingface Open r1 Test Batch Early Termination
Environments
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Snorkel team Snorkel PyTorch
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:Intel Ipex llm Portable Environment