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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:Google deepmind Mujoco Interactive simulation
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:Apache Spark Kubernetes Deployment
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Apache Kafka Docker Image Release
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Deepspeedai DeepSpeed AutoTP Training
Principles
- Principle:Mlfoundations Open flamingo Visual Input Preprocessing
- Principle:Scikit learn contrib Imbalanced learn Cluster Centroid Under Sampling
- Principle:Microsoft LoRA Weight Merging for Inference
- Principle:Datajuicer Data juicer QA Calibration
- Principle:Facebookresearch Audiocraft Sound Dataset Augmented Loading
- Principle:Apache Hudi Schema Change Execution
- Principle:Zai org CogVideo Image to Video Generation
- Principle:Sgl project Sglang Schema Constrained Decoding
- Principle:Protectai Modelscan Model Security Scanning
- Principle:Guardrails ai Guardrails AsyncExecution
Implementations
- Implementation:Puppeteer Puppeteer Chrome Browser Data
- Implementation:Explodinggradients Ragas BaseRagasEmbedding Class
- Implementation:Alibaba MNN Protobuf Map Field H
- Implementation:Kornia Kornia Geometry Conversions
- Implementation:Datajuicer Data juicer SentenceAugmentationMapper
- Implementation:NVIDIA DALI HW Decoder Benchmark
- Implementation:NVIDIA TransformerEngine GEMM Config
- Implementation:Pyro ppl Pyro MCMC Summary
- Implementation:Huggingface Datasets CsvDatasetReader
- Implementation:InternLM Lmdeploy Gemm MainloopSm70
Heuristics
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Ggml org Llama cpp Context Size Alignment
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
- Heuristic:Zai org CogVideo Decord Import Order Bug
- Heuristic:Vespa engine Vespa Maven Parallel Build Optimization
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:Liu00222 Open Prompt Injection BPE Retokenization Parameters
Environments
- Environment:Intel Ipex llm Linux XPU Environment
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:Tensorflow Tfjs Python Converter
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:Shiyu coder Kronos DDP Multi GPU Environment