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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:Langfuse Langfuse Evaluation pipeline
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:Microsoft Onnxruntime Distributed Model Training
- Workflow:Duckdb Duckdb Extension Development And Distribution
- Workflow:Mlc ai Mlc llm Mobile Deployment
- Workflow:Heibaiying BigData Notes HBase Java CRUD Operations
- Workflow:Apache Airflow Core Release Process
- Workflow:Openai Openai python Image Generation
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
Principles
- Principle:Google deepmind Dm control Interactive Visualization
- Principle:LaurentMazare Tch rs Error Handling
- Principle:Heibaiying BigData Notes Storm Spout Implementation
- Principle:Huggingface Datasets CSV Dataset Building
- Principle:ChenghaoMou Text dedup Substring Deduplication
- Principle:Huggingface Datasets PDF Feature Handling
- Principle:Gretelai Gretel synthetics DataFrame Upsampling
- Principle:Pytorch Serve Instance Segmentation
- Principle:Mlc ai Web llm Grammar Constrained Decoding
- Principle:Openclaw Openclaw Session Resolution
Implementations
- Implementation:Speechbrain Speechbrain Separation Fit Batch
- Implementation:PacktPublishing LLM Engineers Handbook QueryExpansion Generate
- Implementation:Microsoft Onnxruntime OrtTensorRTProviderOptions
- Implementation:Confident ai Deepeval StepEfficiencyMetric
- Implementation:Apache Flink RecordsWithSplitIds
- Implementation:Langchain ai Langgraph ManagedValue Base
- Implementation:CARLA simulator Carla Vehicle Class
- Implementation:Arize ai Phoenix Legacy VertexAIModel
- Implementation:Lance format Lance EncodingsIo
- Implementation:Google deepmind Mujoco Engine Global Table
Heuristics
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:Duckdb Duckdb Test Development Guidelines
- Heuristic:Ggml org Llama cpp Batch Size BLAS Minimum
- Heuristic:Farama Foundation Gymnasium Sync Vs Async VectorEnv Selection
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:NVIDIA DALI Last Batch Policy Selection
- Heuristic:Bentoml BentoML Platform Serving Caveats
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
Environments
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Openai Evals Python Runtime
- Environment:Mistralai Client python Python SDK Environment
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Protectai Modelscan TensorFlow Optional