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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:Webdriverio Webdriverio Custom Plugin Development
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Fede1024 Rust rdkafka Async Stream Processing
- Workflow:InternLM Lmdeploy W4A16 AWQ Quantization
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
Principles
- Principle:Langchain ai Langchain Input Preparation
- Principle:Risingwavelabs Risingwave CI Integration Testing
- Principle:Mlc ai Web llm Multi Model Routing
- Principle:Googleapis Python genai Message Exchange
- Principle:Sktime Pytorch forecasting Transformer Encoder Architecture
- Principle:Eventual Inc Daft Documentation Notebook Generation
- Principle:MaterializeInc Materialize Version Bumping
- Principle:Langfuse Langfuse Trace and Observation Event Generation
- Principle:Huggingface Optimum Library Logging Configuration
- Principle:Mlc ai Mlc llm OpenAI API Integration
Implementations
- Implementation:OpenGVLab InternVL VQA Inference
- Implementation:Turboderp org Exllamav2 ExLlamaV2TokenEnforcerFilter
- Implementation:Ucbepic Docetl Directive AgentUtils
- Implementation:Spcl Graph of thoughts Improve Operation
- Implementation:Datahub project Datahub Pip Install Datahub Docker
- Implementation:Run llama Llama index QueryFusionRetriever
- Implementation:AUTOMATIC1111 Stable diffusion webui Aspect Ratio Overlay
- Implementation:Vibrantlabsai Ragas HuggingFaceEmbeddings
- Implementation:Microsoft LoRA Download GLUE Data
- Implementation:Pytorch Serve Auto Benchmark
Heuristics
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:Microsoft LoRA Label Smoothing NLG
- Heuristic:Dotnet Machinelearning FastTree Default Hyperparameters
- Heuristic:Marker Inc Korea AutoRAG OpenAI Rate Limit Mitigation
- Heuristic:AUTOMATIC1111 Stable diffusion webui UNet Performance Patches
- Heuristic:Google research Deduplicate text datasets HACKSIZE Overlap Buffer
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:Huggingface Open r1 Test Batch Early Termination
Environments
- Environment:Datahub project Datahub Frontend Build
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Sgl project Sglang Kubernetes
- Environment:Apache Airflow Database Backend Environment
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:Apache Druid Web Console Development
- Environment:Microsoft Agent framework API Credentials