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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:Kornia Kornia Differentiable Image Augmentation
- Workflow:Volcengine Verl Supervised Fine Tuning
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Cypress io Cypress Local Development Environment
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:OpenRLHF OpenRLHF Rejection Sampling
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:OpenRLHF OpenRLHF Knowledge Distillation
- Workflow:Huggingface Datasets Format Conversion
Principles
- Principle:FlagOpen FlagEmbedding Finetuned Reranker Validation
- Principle:Datahub project Datahub SDK Dependency Management
- Principle:Huggingface Diffusers Prior Preservation
- Principle:Online ml River Streaming Signal Processing
- Principle:Diagram of thought Diagram of thought Prompt Template Selection
- Principle:OpenRLHF OpenRLHF DeepSpeed Checkpoint Conversion
- Principle:Marker Inc Korea AutoRAG Web Interface Deployment
- Principle:Microsoft Semantic kernel Process Execution
- Principle:Togethercomputer Together python Dataset Validation
- Principle:Triton inference server Server Source Build
Implementations
- Implementation:Ollama Ollama Imagegen MLX Wrappers
- Implementation:Tensorflow Serving MakeJsonFromTensors
- Implementation:Pytorch Serve DLRM Handler
- Implementation:Sail sg LongSpec Answer Extraction
- Implementation:Elevenlabs Elevenlabs python AsrConversationalConfig
- Implementation:Kserve Kserve LLMInferenceServiceConfig Minimal CRD
- Implementation:Microsoft Onnxruntime OrtEnvironment
- Implementation:Google deepmind Mujoco MJX Dataclasses
- Implementation:Mlflow Mlflow Exceptions
- Implementation:Triton inference server Server GenQaReshapeModels
Heuristics
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
- Heuristic:Romsto Speculative Decoding Gamma Tuning
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:Allenai Open instruct Disable Dropout In RL
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
Environments
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Apache Spark Python Environment
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Arize ai Phoenix Python Runtime
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:Langgenius Dify Python Backend Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention