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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:Allenai Open instruct Reward Model Training
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Apache Kafka Topic Management
- Workflow:Webdriverio Webdriverio Cucumber BDD Testing
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Dotnet Machinelearning Text Classification
- Workflow:Sgl project Sglang Offline Batch Inference
- Workflow:NVIDIA NeMo Aligner REINFORCE Training
- Workflow:Langchain ai Langchain Vector Store Operations
Principles
- Principle:Helicone Helicone Asynchronous Log Queuing
- Principle:Huggingface Datasets Hub Config Verification
- Principle:Trailofbits Fickling Hook Deactivation
- Principle:Webdriverio Webdriverio Selector Optimization
- Principle:SeldonIO Seldon core Experiment Execution
- Principle:Onnx Onnx Reference Evaluation Init
- Principle:OpenGVLab InternVL Multimodal Data Preparation
- Principle:Sail sg LongSpec Tree Attention Verification
- Principle:SeldonIO Seldon core HuggingFace Model Preparation
- Principle:NVIDIA NeMo Curator Video Ingestion
Implementations
- Implementation:Predibase Lorax MPT Modeling
- Implementation:AUTOMATIC1111 Stable diffusion webui DDPM Edit Model
- Implementation:Kubeflow Kubeflow Kubectl Kustomize Version Check
- Implementation:PrefectHQ Prefect Settings Schema
- Implementation:Avdvg InjectGuard FAISS From Documents
- Implementation:Langgenius Dify InstallPlugin
- Implementation:NVIDIA NeMo Curator DataDesignerStage
- Implementation:Princeton nlp Tree of thought llm Naive Solve
- Implementation:Scikit learn Scikit learn RandomProjection
- Implementation:Treeverse LakeFS S3 GetObject
Heuristics
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:Sktime Pytorch forecasting Early Stopping Patience
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:NVIDIA NeMo Aligner Higher Stability Log Probs
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Microsoft LoRA Label Smoothing NLG
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Confident ai Deepeval Secret Management Best Practices
- Heuristic:Deepset ai Haystack Logging Auto Detection
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
Environments
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Pyro ppl Pyro Funsor Backend
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Protectai Modelscan Python Core Runtime
- Environment:Datahub project Datahub Python Ingestion
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Datahub project Datahub Spark Lineage Environment