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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 Beam Local Pipeline Execution
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:Wandb Weave Tracing Setup
- Workflow:Neuml Txtai Pipeline Workflow Chaining
- Workflow:SeldonIO Seldon core Inference Pipeline
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
Principles
- Principle:Duckdb Duckdb Performance Regression Detection
- Principle:Datajuicer Data juicer Configuration Initialization
- Principle:Apache Airflow Provider Package Scaffolding
- Principle:Volcengine Verl Data Preparation For RL
- Principle:Langgenius Dify Plugin Lifecycle Management
- Principle:Microsoft Onnxruntime Distributed Data Loading
- Principle:Kserve Kserve VLLM Health Monitoring
- Principle:Datajuicer Data juicer Operator Testing
- Principle:Langfuse Langfuse OTel Ingestion Post Processing
- Principle:Triton inference server Server Cloud Integration Testing
Implementations
- Implementation:Ollama Ollama Llama Model Arctic
- Implementation:Alibaba MNN MNNConvert CLI
- Implementation:Microsoft Playwright TraceModel Loader
- Implementation:ARISE Initiative Robosuite BinObject
- Implementation:AUTOMATIC1111 Stable diffusion webui Drag Drop Handler
- Implementation:Bentoml BentoML Gradio Mount
- Implementation:Microsoft Onnxruntime CPU SGDv2
- Implementation:Apache Flink RecordEvaluator
- Implementation:Open compass VLMEvalKit EMMADataset
- Implementation:NVIDIA TransformerEngine Debug Disable Quant GEMM
Heuristics
- Heuristic:Pytorch Serve Ampere Tensor Core Optimization
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:Alibaba ROLL PPO Clipping Defaults
- Heuristic:Apache Beam GC Thrashing Detection
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:DistrictDataLabs Yellowbrick NaN Data Handling
- Heuristic:Heibaiying BigData Notes Maven Shade Packaging Tip
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
Environments
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:Explodinggradients Ragas Optional Metrics Environment
- Environment:Openai Evals Python Runtime