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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:Mlflow Mlflow Experiment Tracking
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Tensorflow Serving REST API Inference
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Microsoft Playwright AI agent driven testing
- Workflow:Volcengine Verl Vision Language Model RL Training
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Helicone Helicone LLM Request Proxy Logging
- Workflow:Run llama Llama index RAG Query Pipeline
Principles
- Principle:Avhz RustQuant Day Count Conventions
- Principle:Princeton nlp Tree of thought llm Experiment Configuration
- Principle:Haifengl Smile Matrix Construction
- Principle:Huggingface Diffusers ControlNet Residual Injection
- Principle:Huggingface Datatrove Data Inspection
- Principle:Tensorflow Serving Class Registration Pattern
- Principle:Kserve Kserve Doc Link Verification
- Principle:Scikit learn Scikit learn Data Inspection
- Principle:Explodinggradients Ragas Human Annotation Collection
- Principle:Arize ai Phoenix Span Annotation
Implementations
- Implementation:Lance format Lance Java Dataset
- Implementation:Online ml River Utils Random
- Implementation:PacktPublishing LLM Engineers Handbook FastAPI RAG Endpoint
- Implementation:Pyro ppl Pyro InclinedPlane
- Implementation:Nightwatchjs Nightwatch Chrome Options Type Definitions
- Implementation:Trailofbits Fickling Check Safety
- Implementation:TobikoData Sqlmesh EditorInspector
- Implementation:Explodinggradients Ragas R2R Integration
- Implementation:Neuml Txtai Agent Call
- Implementation:AUTOMATIC1111 Stable diffusion webui Sample hr pass
Heuristics
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:Huggingface Alignment handbook EOS Token Alignment
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Fastai Fastbook Batch Size Selection
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
Environments
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:Sgl project Sglang Runtime
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Huggingface Open r1 Slurm Cluster