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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:Huggingface Datatrove Summary Statistics
- Workflow:Microsoft Playwright Codegen test recording
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:Zai org CogVideo Diffusers Text to Video Inference
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:Fede1024 Rust rdkafka Produce Consume Roundtrip
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:Pyro ppl Pyro VAE Training
Principles
- Principle:Mistralai Client python OCR Result Processing
- Principle:Pyro ppl Pyro Online Statistics
- Principle:Spotify Luigi Database Data Loading
- Principle:Guardrails ai Guardrails Stream Chunk Processing
- Principle:Open compass VLMEvalKit Dataset Base Class Hierarchy
- Principle:SeldonIO Seldon core Experiment Execution
- Principle:ArroyoSystems Arroyo Checkpoint Triggering
- Principle:Cleanlab Cleanlab Synthetic Noise Generation
- Principle:Langfuse Langfuse Data Streaming from ClickHouse
- Principle:FlagOpen FlagEmbedding Distributed Reranker Training
Implementations
- Implementation:Kubeflow Kubeflow Issue Template Contact Links
- Implementation:Sgl project Sglang Kernel Ops Header
- Implementation:AUTOMATIC1111 Stable diffusion webui Script Callbacks
- Implementation:Online ml River Dummy Estimators
- Implementation:TobikoData Sqlmesh SourceList
- Implementation:Apache Druid SampleForConnect Streaming
- Implementation:Huggingface Datasets ImageFolder Builder
- Implementation:TA Lib Ta lib python Wrapper Price Data Input
- Implementation:Run llama Llama index OnDemandLoaderTool
- Implementation:Arize ai Phoenix Pip Install Phoenix Otel
Heuristics
- Heuristic:Langchain ai Langgraph Retry Policy Configuration
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Run llama Llama index Chunk Size Optimization
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Openai Openai agents python Default Max Turns Safety Limit
Environments
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:Tencent Ncnn PyTorch Environment
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4