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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:Tensorflow Serving Kubernetes Deployment
- Workflow:Pola rs Polars SQL Query Interface
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:Zai org CogVideo Diffusers Text to Video Inference
- Workflow:Roboflow Rf detr Object Detection Inference
- Workflow:Apache Kafka PR Merge And Backport
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:Apache Flink File Sink Pipeline
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:Groq Groq python Audio Transcription
Principles
- Principle:Dagster io Dagster Rate Limiting Strategy
- Principle:Pyro ppl Pyro Conjugate Bayesian Updates
- Principle:Zai org CogVideo Prompted Reconstruction
- Principle:Microsoft Agent framework Python Workspace Configuration
- Principle:Langfuse Langfuse Export Completion Notification
- Principle:Heibaiying BigData Notes Storm Application Packaging
- Principle:Apache Flink File Connector Table Integration
- Principle:MarketSquare Robotframework browser JavaScript Module Authoring
- Principle:FMInference FlexLLMGen Decentralized Inference Benchmarking
- Principle:LaurentMazare Tch rs Weight Loading
Implementations
- Implementation:Run llama Llama index EmbeddingFinetuneEngine Get Model
- Implementation:ARISE Initiative Robosuite HingedBox
- Implementation:Interpretml Interpret R Bindings
- Implementation:Langgenius Dify Gen Doc Paths
- Implementation:Bigscience workshop Petals Petals Installation
- Implementation:Mage ai Mage ai SQLSource Load Data
- Implementation:OpenHands OpenHands DeviceCode
- Implementation:Puppeteer Puppeteer Cdp EmulationManager
- Implementation:Alibaba MNN Protobuf ArenaString H
- Implementation:FlowiseAI Flowise CloudMenuList
Heuristics
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Onnx Onnx Shape Inference Limitations
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
- Heuristic:Apache Beam Lock Contention Batching
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
Environments
- Environment:Vllm project Vllm Environment Variables
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Vllm project Vllm CUDA
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Huggingface Diffusers Attention Backends
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:Online ml River Python Runtime Environment
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Sgl project Sglang Runtime
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment