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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:Ollama Ollama Model Pull And Run
- Workflow:Deepseek ai Janus Autoregressive Image Generation
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Pytorch Serve Large Model Inference
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Trailofbits Fickling Pickle Safety Analysis
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
Principles
- Principle:Duckdb Duckdb Unicode Processing
- Principle:Facebookresearch Habitat lab Dataset and Scene Preparation
- Principle:Apache Shardingsphere Event Listener Registration
- Principle:Mlc ai Web llm Cosine Similarity Search
- Principle:Guardrails ai Guardrails CLI Configuration
- Principle:Microsoft Playwright Assertion and Verification
- Principle:Alibaba MNN Continuous Integration Testing
- Principle:FlowiseAI Flowise Node Registry Loading
- Principle:Guardrails ai Guardrails SchemaProcessing
- Principle:Spotify Luigi Distributed Processing
Implementations
- Implementation:Run llama Llama index IndexDocumentSummary
- Implementation:Google deepmind Mujoco Platform ImGui Widgets
- Implementation:Evidentlyai Evidently Legacy RegExp Feature
- Implementation:Snorkel team Snorkel SlicingFunction Init
- Implementation:Vllm project Vllm VLM Prompt Template
- Implementation:CARLA simulator Carla Timestamp Class
- Implementation:Isaac sim IsaacGymEnvs FBX Backend
- Implementation:Google deepmind Mujoco MJWarp Collision Primitive
- Implementation:Neuml Txtai Document Collection Pattern
- Implementation:Fede1024 Rust rdkafka ClientContext Trait
Heuristics
- Heuristic:Huggingface Diffusers VAE Scaling Factors
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
- Heuristic:Microsoft Playwright Test Stability Practices
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Marker Inc Korea AutoRAG OpenAI Rate Limit Mitigation
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
Environments
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Guardrails ai Guardrails LLM Provider API Keys
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:Cypress io Cypress Browser Requirements
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Vllm project Vllm CPU Runtime
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Diagram of thought Diagram of thought Graphviz