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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:Huggingface Transformers Model Benchmarking
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Online ml River Binary Classification Pipeline
- Workflow:Triton inference server Server Model Performance Tuning
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Mbzuai oryx Awesome LLM Post training Research Trend Analysis
- Workflow:Dotnet Machinelearning ONNX Model Scoring
- Workflow:MaterializeInc Materialize Integration Test Development
Principles
- Principle:SeleniumHQ Selenium Driver Binary Resolution
- Principle:Google deepmind Dm control MJCF Element Query
- Principle:Online ml River Pipeline Composition
- Principle:Apache Hudi Streaming Write Execution
- Principle:Apache Hudi Table Schema Definition
- Principle:Ollama Ollama GGUF Model Conversion GptOss
- Principle:EvolvingLMMs Lab Lmms eval Model Configuration
- Principle:Predibase Lorax Structured Response Parsing
- Principle:Googleapis Python genai Content Generation
- Principle:Norrrrrrr lyn WAInjectBench LLaVA Training Data Preparation
Implementations
- Implementation:SeleniumHQ Selenium VirtualAuthenticator
- Implementation:Vllm project Vllm RequestOutput LoRA Access
- Implementation:BerriAI Litellm Responses API
- Implementation:Ggml org Llama cpp GGUF Example
- Implementation:Infiniflow Ragflow SetMetaDialog Component
- Implementation:FlagOpen FlagEmbedding Reinforced IR Generate Universal Query
- Implementation:MaterializeInc Materialize Crate Diagram CLI
- Implementation:Open compass VLMEvalKit HiPhODataset
- Implementation:Vibrantlabsai Ragas Edited Chain Runs Sample
- Implementation:Ollama Ollama MLXRunner Ops
Heuristics
- Heuristic:Kubeflow Kubeflow Issue Routing To Sub Repos
- Heuristic:Huggingface Alignment handbook EOS Token Alignment
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:Farama Foundation Gymnasium Sync Vs Async VectorEnv Selection
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Duckdb Duckdb Memory Management Rules
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
Environments
- Environment:Datahub project Datahub Docker Runtime
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests
- Environment:Apache Spark Python Environment
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:LaurentMazare Tch rs Libtorch Build Environment