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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:Predibase Lorax Server Deployment
- Workflow:BerriAI Litellm Router Load Balancing
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Tensorflow Tfjs Sequential Model Training
- Workflow:Deepset ai Haystack Document Indexing Pipeline
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:Apache Druid Streaming Ingestion Management
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Vespa engine Vespa Logging framework initialization
- Workflow:Microsoft Onnxruntime Distributed Model Training
Principles
- Principle:Allenai Open instruct Model Publishing
- Principle:Vllm project Vllm Speculation Metrics Evaluation
- Principle:Confident ai Deepeval OpenAI Agents Instrumentation
- Principle:Alibaba ROLL Segment Masked Policy Optimization
- Principle:Mit han lab Llm awq Streaming Text Generation
- Principle:Langchain ai Langchain Release Triggering
- Principle:Explodinggradients Ragas Experiment Versioning
- Principle:Deepspeedai DeepSpeed RLHF Experience Generation
- Principle:Alibaba MNN Compression Tool Setup
- Principle:MaterializeInc Materialize Dbt Command Execution
Implementations
- Implementation:Infiniflow Ragflow ChunkCreatingModal Component
- Implementation:OpenHands OpenHands GithubManager Is Job Requested
- Implementation:Ucbepic Docetl TutorialsDialog
- Implementation:Huggingface Transformers DeviceMesh Construction
- Implementation:Onnx Onnx Text Format Printer
- Implementation:Tensorflow Tfjs Model Save Test
- Implementation:Scikit learn Scikit learn DetCurveDisplay
- Implementation:Huggingface Diffusers Video Memory Setup
- Implementation:Tensorflow Tfjs Wrappers Test
- Implementation:Apache Druid Aggregate Macro
Heuristics
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Roboflow Rf detr Resolution Divisibility Rule
- Heuristic:Microsoft Onnxruntime Convergence Debugging Tips
- Heuristic:Promptfoo Promptfoo Retry With Jitter
Environments
- Environment:Trailofbits Fickling Python Runtime
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Microsoft Playwright Node Runtime Environment