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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:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Togethercomputer Together python Fine Tuning
Principles
- Principle:Allenai Open instruct vLLM Weight Sync
- Principle:Zai org CogVideo Structural Similarity
- Principle:ClickHouse ClickHouse Portable Atomic Operations
- Principle:Neuml Txtai Speech Synthesis
- Principle:PacktPublishing LLM Engineers Handbook Content Crawling
- Principle:Protectai Llm guard Prompt Scanning
- Principle:Google deepmind Mujoco Model Inspection
- Principle:CARLA simulator Carla Map Loading
- Principle:Apache Flink PyFlink Build Distribution
- Principle:Langchain ai Langchain Package Scaffolding
Implementations
- Implementation:LaurentMazare Tch rs ModuleT Forward T
- Implementation:Apache Paimon BatchTableWrite Write Pandas
- Implementation:Ray project Ray ObjectRefImpl
- Implementation:CARLA simulator Carla ImageIOConfig
- Implementation:Elevenlabs Elevenlabs python GetPronunciationDictionaryMetadataResponse
- Implementation:Princeton nlp Tree of thought llm Gpt Usage
- Implementation:Microsoft Onnxruntime CUDA TrainingKernels
- Implementation:Ggml org Llama cpp Common Batch Add
- Implementation:Datajuicer Data juicer ImageFaceCountFilter
- Implementation:Heibaiying BigData Notes WordCountReducer Reduce
Heuristics
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Datahub project Datahub Warning Deprecated Spark Lineage Legacy
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
Environments
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:Sail sg LongSpec Inference Environment
- Environment:Sgl project Sglang Web
- Environment:Neuml Txtai API Server Configuration