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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:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Microsoft Playwright Trace recording and debugging
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:Unslothai Unsloth QLoRA SFT Finetuning
- Workflow:Scikit learn Scikit learn Ensemble Model Building
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:Huggingface Datasets Dataset Preprocessing
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
Principles
- Principle:Duckdb Duckdb Extension Configuration
- Principle:Scikit learn contrib Imbalanced learn One Sided Selection
- Principle:DistrictDataLabs Yellowbrick Documentation Build
- Principle:Bentoml BentoML Deployment Configuration
- Principle:Pytorch Serve Model Archiving
- Principle:Mlc ai Web llm Schema Definition
- Principle:Iterative Dvc SCM Introspection
- Principle:Volcengine Verl Evaluation And Checkpointing
- Principle:Ggml org Llama cpp ModelLoading
- Principle:Apache Shardingsphere Configuration Change Initiation
Implementations
- Implementation:Explodinggradients Ragas Collections BleuScore Metric
- Implementation:BerriAI Litellm Litellm Logging
- Implementation:Ray project Ray Sphinx Callouts Extension
- Implementation:Puppeteer Puppeteer Bidi Page
- Implementation:Alibaba ROLL AgenticPipeline Val
- Implementation:Run llama Llama index LLM Utils
- Implementation:Microsoft Autogen Studio Gallery Detail
- Implementation:Rapidsai Cuml Include Checker
- Implementation:Sail sg LongSpec OpenAI Eval Callbacks
- Implementation:Microsoft Playwright Client Worker
Heuristics
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Image Size Multiple of Four
- Heuristic:NVIDIA TransformerEngine Attention Backend Selection
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
Environments
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies