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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:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Snorkel team Snorkel Multitask Classification
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:Haifengl Smile Model Serving Pipeline
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Testtimescaling Testtimescaling github io Adding a New Paper
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
Principles
- Principle:Lm sys FastChat Vision Image Processing
- Principle:Microsoft Semantic kernel Multi Agent Orchestration
- Principle:Shiyu coder Kronos Batch Forecasting
- Principle:SeleniumHQ Selenium Driver Service Lifecycle
- Principle:Ggml org Llama cpp Model Management
- Principle:Dotnet Machinelearning Sweepable Pipeline Definition
- Principle:Confident ai Deepeval Trace Metadata Enrichment
- Principle:ARISE Initiative Robosuite Visual Feedback Wrapping
- Principle:Huggingface Datatrove Sentence Level Statistics
- Principle:Bigscience workshop Petals Model Evaluation
Implementations
- Implementation:Apache Druid Timezone Aware Tick Generation
- Implementation:Interpretml Interpret Measure Interactions
- Implementation:AUTOMATIC1111 Stable diffusion webui Extension Manager
- Implementation:FMInference FlexLLMGen DeepSpeed Compression Config
- Implementation:Duckdb Duckdb Build Benchmarks Flag
- Implementation:Apache Druid DatasourcesView
- Implementation:Microsoft Playwright Protocol Validator
- Implementation:Apache Beam Twister2Runner Run
- Implementation:Langgenius Dify SingleNodeRun
- Implementation:Kserve Kserve LLMInferenceService Full CRD
Heuristics
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:Shiyu coder Kronos Sampling Temperature Tuning
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
Environments
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:Google research Deduplicate text datasets Python TFDS Environment
- Environment:Lucidrains X transformers Python Environment
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Apache Airflow Database Backend Environment