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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:Apache Kafka Release Candidate Staging
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:BerriAI Litellm Response Caching
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:Scikit learn Scikit learn Ensemble Model Building
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:SeleniumHQ Selenium Browser Session Setup
- Workflow:Microsoft Onnxruntime Nodejs Inference
Principles
- Principle:Bitsandbytes foundation Bitsandbytes Installation Diagnostics
- Principle:Apache Paimon Catalog Initialization
- Principle:Datahub project Datahub Entity Construction
- Principle:Huggingface Trl Causal Model Loading
- Principle:Tensorflow Tfjs Pretrained Model Loading
- Principle:Langgenius Dify Deployment and API Access
- Principle:Pytorch Serve Speculative Decoding Inference
- Principle:Vespa engine Vespa RPM Package Creation
- Principle:Tensorflow Tfjs Tensor Merging
- Principle:Google deepmind Dm control Entity Definition
Implementations
- Implementation:Fastai Fastbook Untar Data Text
- Implementation:DistrictDataLabs Yellowbrick GridSearchColorPlot
- Implementation:Scikit learn Scikit learn LinearModelModule
- Implementation:Langchain ai Langchain BaseTool Invoke
- Implementation:Microsoft Onnxruntime CUDA ReductionAll
- Implementation:Scikit learn contrib Imbalanced learn InstanceHardnessCV
- Implementation:TobikoData Sqlmesh LoadingIcon
- Implementation:LaurentMazare Tch rs Tokenizer From File
- Implementation:Apache Flink SourceReaderBase
- Implementation:Avdvg InjectGuard Sim Search
Heuristics
- Heuristic:Spotify Luigi Parameter Propagation Decorators
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:Getgauge Taiko Browser Launch Flags
- Heuristic:Haotian liu LLaVA Flash Attention GPU Requirement
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:Heibaiying BigData Notes Kafka Consumer Offset Strategy Tip
Environments
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Huggingface Datatrove Python Runtime
- Environment:Sgl project Sglang OpenAI
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Openai Openai python Azure OpenAI
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:Intel Ipex llm RAG LlamaIndex Environment