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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:Duckdb Duckdb Extension Development And Distribution
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Onnx Onnx Model Composition
- Workflow:Pyro ppl Pyro SVI Training
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:Deepseek ai Janus Multimodal Understanding
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:Open compass VLMEvalKit Image Benchmark Evaluation
Principles
- Principle:FMInference FlexLLMGen Execution Environment Initialization
- Principle:Huggingface Trl DPO Training
- Principle:Spotify Luigi Spark Pipeline Execution
- Principle:Huggingface Datatrove CSV Data Reading
- Principle:Spcl Graph of thoughts Keyword Counting Response Parsing
- Principle:Huggingface Datatrove IPC Data Reading
- Principle:Ray project Ray Dependency Compilation
- Principle:Langfuse Langfuse Export Storage Upload
- Principle:Unslothai Unsloth Hub Upload
- Principle:Guardrails ai Guardrails Observability
Implementations
- Implementation:Apache Paimon SortMergeReader
- Implementation:Sgl project Sglang KVCache IO
- Implementation:Google deepmind Dm control Variation Broadcaster
- Implementation:Deepset ai Haystack FaithfulnessEvaluator
- Implementation:Kornia Kornia Named Pose
- Implementation:Apache Airflow BaseTracer Protocol
- Implementation:Microsoft Onnxruntime WindowsAI NuGet Pipeline
- Implementation:Puppeteer Puppeteer Injected Util
- Implementation:Apache Kafka Git Push And Vote Template
- Implementation:Kserve Kserve InferenceGraph CRD Spec
Heuristics
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:NVIDIA NeMo Aligner Higher Stability Log Probs
- Heuristic:Run llama Llama index Batch Eval Retry Strategy
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:Openai Evals Chat Format Recommendation
Environments
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Neuml Txtai Python Core Dependencies
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Bentoml BentoML Triton Inference Server