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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:Duckdb Duckdb Code Generation Pipeline
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:OpenRLHF OpenRLHF Math Reasoning Training
- Workflow:Mlc ai Web llm Web Worker Deployment
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:CrewAIInc CrewAI Flow Based Orchestration
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
- Workflow:PacktPublishing LLM Engineers Handbook Digital Data ETL
Principles
- Principle:Risingwavelabs Risingwave Batch Query Serving
- Principle:Online ml River Online Decision Trees
- Principle:DevExpress Testcafe Runner Creation
- Principle:Openai Whisper Evaluation Benchmarking
- Principle:Langgenius Dify Plugin Discovery
- Principle:SeldonIO Seldon core Pipeline Conditional Routing
- Principle:FlowiseAI Flowise Variable Management
- Principle:Webdriverio Webdriverio Test Execution Orchestration
- Principle:AUTOMATIC1111 Stable diffusion webui VAE decoding
- Principle:NVIDIA DALI GridMask Augmentation
Implementations
- Implementation:Apache Dolphinscheduler BaseDataSourceParamDTO Extension
- Implementation:Huggingface Datatrove JsonlWriter
- Implementation:Diagram of thought Diagram of thought Rigor Protocol Configuration
- Implementation:Ggml org Llama cpp Ggml Backend Load All
- Implementation:Online ml River Tree Splitter TEBST
- Implementation:NVIDIA NeMo Curator Benchmark Runner
- Implementation:Cypress io Cypress DetectFramework Setup
- Implementation:Microsoft DeepSpeedExamples Domino Training
- Implementation:Microsoft Onnxruntime CPU GatherNDGrad
- Implementation:LLMBook zh LLMBook zh github io Get Data DPO
Heuristics
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Iamhankai Forest of Thought Early Stop Majority Vote
- Heuristic:OpenHands OpenHands Clustered Race Condition Prevention
Environments
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:LMCache LMCache Python Runtime
- Environment:Interpretml Interpret Visualization Environment
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:Open compass VLMEvalKit Python Runtime Environment
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Huggingface Diffusers Attention Backends