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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:Alibaba ROLL DPO Training Pipeline
- Workflow:Trailofbits Fickling PyTorch Payload Injection
- Workflow:Astronomer Astronomer cosmos Kubernetes dbt execution
- Workflow:Openai Openai node Streaming To Client
- Workflow:Langchain ai Langchain Adding Partner Integration
- Workflow:Alibaba MNN Model Conversion Pipeline
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Cohere ai Cohere python Chat Completion
Principles
- Principle:Iamhankai Forest of Thought Expression Validation
- Principle:CrewAIInc CrewAI Task Definition Hierarchical
- Principle:Microsoft Autogen Handoff Routing
- Principle:FlowiseAI Flowise Assistant Configuration
- Principle:FlagOpen FlagEmbedding Hard Negative Mining
- Principle:AUTOMATIC1111 Stable diffusion webui Environment Reproducibility
- Principle:Promptfoo Promptfoo Provider Resolution
- Principle:Sail sg LongSpec GLIDE Model Initialization
- Principle:Cohere ai Cohere python SDK Authentication
- Principle:Shiyu coder Kronos Autoregressive Token Generation
Implementations
- Implementation:Open compass VLMEvalKit VisuLogic Utils
- Implementation:Openai Openai python Chat Completion Response
- Implementation:LMCache LMCache Lookup Client Factory
- Implementation:Kubeflow Pipelines MLMD Service GRPC
- Implementation:DistrictDataLabs Yellowbrick AlphaSelection Visualizer
- Implementation:Scikit learn Scikit learn FetchSpeciesDistributions
- Implementation:Neuml Txtai Storage Cloud
- Implementation:Online ml River Facto FM
- Implementation:Apache Druid Time Manipulation
- Implementation:Treeverse LakeFS PrepareGarbageCollectionCommits
Heuristics
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
- Heuristic:Pytorch Serve Ampere Tensor Core Optimization
- Heuristic:Lance format Lance Encoding Compression Thresholds
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:Google deepmind Dm control Tolerance Reward Tuning
- Heuristic:Tensorflow Serving Resource Estimation Rules
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Ggml org Ggml Memory Allocation Strategy
Environments
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Allenai Open instruct vLLM Inference
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment