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1,118
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:Pyro ppl Pyro SVI Training
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Intel Ipex llm QLoRA Finetuning
- Workflow:Togethercomputer Together python Image Generation
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:Treeverse LakeFS Garbage Collection
Principles
- Principle:Gretelai Gretel synthetics Conditional Data Sampling
- Principle:MarketSquare Robotframework browser Plugin Documentation Generation
- Principle:Farama Foundation Gymnasium Space Abstraction
- Principle:Ggml org Llama cpp MemoryAbstraction
- Principle:Mlfoundations Open flamingo Distributed Checkpointing
- Principle:Lance format Lance Hybrid Search Composition
- Principle:Spotify Luigi Spark Configuration
- Principle:Confident ai Deepeval Component Instrumentation
- Principle:Apache Flink Async Sink Framework
- Principle:Ggml org Llama cpp Conversion Verification
Implementations
- Implementation:Getgauge Taiko LinkWrapper
- Implementation:Online ml River Anomaly SAD
- Implementation:Langgenius Dify Access Control Service
- Implementation:AUTOMATIC1111 Stable diffusion webui Run postprocessing
- Implementation:FlowiseAI Flowise AgentflowMarketplaceCanvas
- Implementation:Mlc ai Mlc llm Model Metadata Impl
- Implementation:Ray project Ray Build Docker Script
- Implementation:Langfuse Langfuse DashboardService Types
- Implementation:Open compass VLMEvalKit Verifier
- Implementation:Google deepmind Dm control Variation Noises
Heuristics
- Heuristic:NVIDIA NeMo Aligner DPO Sequence Packing Tips
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Mlfoundations Open flamingo RICES Feature Caching
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
- Heuristic:Treeverse LakeFS Warning Deprecated InternalApi Methods
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Microsoft Playwright Test Stability Practices
Environments
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Apache Druid Web Console Development
- Environment:Intel Ipex llm vLLM XPU Serving Environment