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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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|---|---|---|
| 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:Mage ai Mage ai Building a New Destination Connector
- Workflow:Apache Paimon Lance Format Analytics
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:Openai Openai node Streaming To Client
- Workflow:Tensorflow Serving Model Version Management
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Pola rs Polars Lazy Query Pipeline
Principles
- Principle:Predibase Lorax Structured Response Parsing
- Principle:Promptfoo Promptfoo Telemetry Collection
- Principle:AUTOMATIC1111 Stable diffusion webui Sampling Architecture
- Principle:Explodinggradients Ragas Prompt Iteration Comparison
- Principle:Tensorflow Serving TFRT Model Management
- Principle:Deepspeedai DeepSpeed Inference Engine Init
- Principle:Datajuicer Data juicer Configuration Initialization
- Principle:Webdriverio Webdriverio Global API
- Principle:Apache Kafka Release Tag And Vote
- Principle:ARISE Initiative Robosuite Camera Randomization
Implementations
- Implementation:OpenRLHF OpenRLHF ValueLoss
- Implementation:Eventual Inc Daft DataFrame Groupby
- Implementation:Online ml River Imblearn HardSampling
- Implementation:Protectai Llm guard Output BanCode
- Implementation:SeleniumHQ Selenium Closure String
- Implementation:Vllm project Vllm Broadcast Load Epilogue Array C3X
- Implementation:ClickHouse ClickHouse Data Lakes Importer
- Implementation:ArroyoSystems Arroyo Avro Schema Converter
- Implementation:Apache Shardingsphere ShowProcessListHandler Handle
- Implementation:CarperAI Trlx GPTRewardModel
Heuristics
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:Eric mitchell Direct preference optimization FSDP Mixed Precision BFloat16
- Heuristic:Unstructured IO Unstructured Golden File Diff
- Heuristic:Apache Kafka Coordinator Loading Commit Interval
- Heuristic:Spcl Graph of thoughts Backoff Retry On API Errors
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:Huggingface Transformers Label Smoothing Multi Label Warning
- Heuristic:Arize ai Phoenix AIMD Concurrency Control
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
Environments
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Intel Ipex llm Portable Environment
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:Wandb Weave Python SDK Runtime
- Environment:Mlfoundations Open flamingo Evaluation Dependencies