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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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Browse by Category
| 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 Supervised Finetuning Pipeline
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Openai Whisper Audio Transcription
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Confident ai Deepeval LLM Tracing and Observability
Principles
- Principle:Hiyouga LLaMA Factory Proximal Policy Optimization
- Principle:Mlflow Mlflow Error Handling and Exception Hierarchy
- Principle:Kserve Kserve PVC Model Download
- Principle:MarketSquare Robotframework browser JavaScript Module Authoring
- Principle:Google deepmind Dm control Task Definition
- Principle:Promptfoo Promptfoo Assertion Grading
- Principle:Turboderp org Exllamav2 Prompt Format Templating
- Principle:Zai org CogVideo Video Frame Extraction
- Principle:Truera Trulens Input Blocking Guardrail
- Principle:Duckdb Duckdb Fast Number Parsing
Implementations
- Implementation:Apache Hudi Build Docker Images Script
- Implementation:ArroyoSystems Arroyo State Core
- Implementation:Haotian liu LLaVA Build Demo Gradio
- Implementation:Intel Ipex llm Chatml Format
- Implementation:Mlflow Mlflow ML Package Versions
- Implementation:Turboderp org Exllamav2 ExLlamaV2Module
- Implementation:Microsoft Playwright AriaSnapshot
- Implementation:Webdriverio Webdriverio ESLint NoPause
- Implementation:InternLM Lmdeploy XgrammarBind
- Implementation:Nightwatchjs Nightwatch Page Object Module Definition
Heuristics
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:OpenRLHF OpenRLHF Adam Offload Memory Tip
- Heuristic:Testtimescaling Testtimescaling github io Persist Credentials False
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:Cohere ai Cohere python Pydantic V1 V2 Compatibility
Environments
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Arize ai Phoenix Python Runtime
- Environment:Iterative Dvc Python Runtime
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:Lance format Lance Rust Toolchain
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Promptfoo Promptfoo Node Runtime