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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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|---|---|---|
| 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:Spotify Luigi Database Ingestion Pipeline
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:Facebookresearch Audiocraft EnCodec Compression Training
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:Marker Inc Korea AutoRAG Pipeline Deployment
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Protectai Modelscan Custom Scanner Plugin
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Prompt encoding
- Principle:CarperAI Trlx Branch Benchmarking
- Principle:Lm sys FastChat LoRA Adapter Injection
- Principle:Huggingface Optimum GPTQ Model Conversion
- Principle:OWASP Www project top 10 for large language model applications Agentic Mitigation Recommendations
- Principle:OpenRLHF OpenRLHF Prompt Dataset Construction
- Principle:LaurentMazare Tch rs Autoregressive Sampling
- Principle:ThreeSR Awesome Inference Time Scaling Readme Merge And Sort
- Principle:Openclaw Openclaw Docker Image Build
- Principle:Neuml Txtai Agent Task Execution
Implementations
- Implementation:ThreeSR Awesome Inference Time Scaling Entry Format Review
- Implementation:Google deepmind Mujoco Filament Context
- Implementation:Alibaba ROLL SFTWorker Val Step
- Implementation:Tensorflow Tfjs Python Inference
- Implementation:Neuml Txtai Workflow Call
- Implementation:Pytorch Serve DLRM Handler
- Implementation:Open compass VLMEvalKit Mantis
- Implementation:Google deepmind Dm control Viewer Launch
- Implementation:Risingwavelabs Risingwave SnowflakeJDBCSinkConfig
- Implementation:Ollama Ollama Imagegen MLX Compile
Heuristics
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Explodinggradients Ragas Retry And Backoff Configuration
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:MaterializeInc Materialize Docker Image Cache Lookup
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
Environments
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:Sgl project Sglang Multimodal
- Environment:Tencent Ncnn Build Environment
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Sgl project Sglang Runtime