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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:Risingwavelabs Risingwave CDC Data Replication
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Datahub project Datahub CLI Metadata Ingestion
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:OpenRLHF OpenRLHF Math Reasoning Training
- Workflow:Roboflow Rf detr Object Detection Inference
Principles
- Principle:Ggml org Llama cpp CLI Configuration
- Principle:Bitsandbytes foundation Bitsandbytes FSDP Quant State Recovery
- Principle:SeleniumHQ Selenium Page Object Annotation
- Principle:Kubeflow Pipelines Deployment Health Verification
- Principle:Google deepmind Mujoco Model XML Export
- Principle:Protectai Llm guard Language Detection
- Principle:Helicone Helicone Prompt Management
- Principle:Huggingface Transformers Pipeline Forward Pass
- Principle:Sktime Pytorch forecasting Validation Dataset Creation
- Principle:Huggingface Datatrove Token File Merging
Implementations
- Implementation:Apache Druid WorkbenchHistoryDialog
- Implementation:Datahub project Datahub Java SDK V1 Examples
- Implementation:Huggingface Datatrove DiskWriter
- Implementation:Online ml River Tree VarianceRatioSplitCriterion
- Implementation:Norrrrrrr lyn WAInjectBench joblib dump
- Implementation:Open compass VLMEvalKit ConcatVideoDataset
- Implementation:Speechbrain Speechbrain Train CommonVoice Transducer
- Implementation:Langfuse Langfuse Framework Trace Seed Data
- Implementation:Puppeteer Puppeteer CDPSession
- Implementation:Risingwavelabs Risingwave UseFetch Hook
Heuristics
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Risingwavelabs Risingwave Stream Chunk Sizing
- Heuristic:SeleniumHQ Selenium Explicit Over Implicit Waits
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Ollama Ollama Quantization Layer Selection
- Heuristic:Ggml org Ggml Sampling Parameter Defaults
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
Environments
- Environment:Apache Dolphinscheduler Database Backend
- Environment:Huggingface Optimum Tensor Parallelization Environment
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:TobikoData Sqlmesh Dbt Compatibility