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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:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:Mlc ai Web llm Structured Output Generation
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:Huggingface Optimum Automatic Tensor Parallelization
- Workflow:Volcengine Verl Multi Turn Tool Use Training
- Workflow:Sdv dev SDV Single table synthesis
Principles
- Principle:Openai Openai node Fine Tuning Job Creation
- Principle:Huggingface Trl GRPO Model Saving
- Principle:LMCache LMCache Cache Controller Architecture
- Principle:Vibrantlabsai Ragas Document Loading
- Principle:OpenHands OpenHands Action Server Startup
- Principle:Bigscience workshop Petals Block Selection
- Principle:Alibaba ROLL Distillation Dataset Preparation
- Principle:Huggingface Optimum Transformation Composition
- Principle:OWASP Www project top 10 for large language model applications Template Based README Generation
- Principle:Openai Openai node Parsed Output Consumption
Implementations
- Implementation:Haosulab ManiSkill CPUGymWrapper
- Implementation:Apache Flink Mapreduce HadoopInputSplit
- Implementation:Microsoft Onnxruntime CUDA SliceGrad
- Implementation:Datajuicer Data juicer VideoSplitBySceneMapper
- Implementation:CrewAIInc CrewAI CSV Search Tool
- Implementation:Openai Openai node VectorStore Files
- Implementation:CARLA simulator Carla ThreadPool
- Implementation:OWASP Www project top 10 for large language model applications ReadmeGenerator Main
- Implementation:TobikoData Sqlmesh NotificationCenter
- Implementation:Mlc ai Mlc llm StartView
Heuristics
- Heuristic:Getgauge Taiko Browser Launch Flags
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:Huggingface Peft DoRA Inference Caching
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:Unslothai Unsloth GGUF Quantization Selection
- Heuristic:Nautechsystems Nautilus trader Streaming Mode For Large Backtests
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Microsoft LoRA LoRA Init Strategy
Environments
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Tensorflow Serving Build Environment
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Huggingface Transformers Flash Attention 2 Env