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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:Bigscience workshop Petals Server Contribution
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:ClickHouse ClickHouse Running Stateless Tests
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Protectai Modelscan Programmatic Model Scanning
Principles
- Principle:Ollama Ollama ChatTemplate
- Principle:Guardrails ai Guardrails Dev Server Launch
- Principle:Langchain ai Langgraph Graph Compilation
- Principle:Marker Inc Korea AutoRAG Corpus Sampling
- Principle:Microsoft Playwright Set Up Test Resources
- Principle:Tensorflow Serving Batch Scheduling Configuration
- Principle:Bitsandbytes foundation Bitsandbytes Global INT8 Quantization
- Principle:Cleanlab Cleanlab Multilabel Quality Scoring
- Principle:Obss Sahi Result Visualization
- Principle:Google deepmind Mujoco Analytical Derivatives
Implementations
- Implementation:Ollama Ollama Llama Graph Header
- Implementation:Openai Openai agents python Hosted Tools
- Implementation:NVIDIA TransformerEngine Swizzle C API
- Implementation:CARLA simulator Carla Command DestroyActor
- Implementation:Apache Shardingsphere StandaloneMetaDataManagerPersistService Persist
- Implementation:MarketSquare Robotframework browser Login Test Page
- Implementation:Nightwatchjs Nightwatch Multi Page Flow Pattern
- Implementation:CARLA simulator Carla MarchingCube
- Implementation:Ollama Ollama Convert Gemma3n
- Implementation:Openai Openai node ChatCompletionStream
Heuristics
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:Testtimescaling Testtimescaling github io Persist Credentials False
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:Fede1024 Rust rdkafka Sensitive Config Sanitization
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
Environments
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:Apache Paimon Optional Extensions
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Deepspeedai DeepSpeed CPU Environment
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Vllm project Vllm Distributed
- Environment:Spotify Luigi Apache Spark
- Environment:Fede1024 Rust rdkafka CI Test Runner