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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:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Vespa engine Vespa Config subscription lifecycle
- Workflow:Togethercomputer Together python Fine Tuning
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:Puppeteer Puppeteer Cross Browser Automation
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Marker Inc Korea AutoRAG Pipeline Deployment
Principles
- Principle:Microsoft BIPIA Few Shot Example Construction
- Principle:Tencent Ncnn Vulkan GPU Inference
- Principle:Lance format Lance Row Deletion
- Principle:Tencent Ncnn Vulkan Pipeline Optimization
- Principle:Elevenlabs Elevenlabs python Client Initialization
- Principle:FMInference FlexLLMGen AIO Performance Benchmarking
- Principle:Eventual Inc Daft Data Ingestion HuggingFace
- Principle:Spcl Graph of thoughts Thought State Management
- Principle:Langgenius Dify URL State Synchronization
- Principle:Dotnet Machinelearning Field Aware Factorization Machine
Implementations
- Implementation:Avhz RustQuant GradientDescent optimize
- Implementation:Risingwavelabs Risingwave CDC Database Configuration
- Implementation:Intel Ipex llm Pipeline Parallel Serving
- Implementation:Neuml Txtai HuggingFace LLM
- Implementation:Google deepmind Mujoco Engine Forward Header
- Implementation:Openai Openai python Response MCP Call Args Delta
- Implementation:Haotian liu LLaVA ModelWorker Class
- Implementation:Hiyouga LLaMA Factory WebUI Control
- Implementation:Alibaba MNN Protobuf Wire Format Lite H
- Implementation:Arize ai Phoenix Log Span Annotations
Heuristics
- Heuristic:Togethercomputer Together python Retry Backoff Strategy
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
- Heuristic:Apache Kafka Log4j Migration Compatibility
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
Environments
- Environment:Trailofbits Fickling PyTorch
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:NVIDIA DALI PyTorch Environment
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Sgl project Sglang Prometheus
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Lance format Lance Rust Toolchain