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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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|---|---|---|
| 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:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:Pola rs Polars Streaming Large Dataset Processing
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:NVIDIA DALI Video Processing Pipeline
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:Fede1024 Rust rdkafka Async Stream Processing
- Workflow:Bentoml BentoML Model Store Management
Principles
- Principle:Kubeflow Pipelines Kubernetes Cluster Preparation
- Principle:Anthropics Anthropic sdk python Tool Execution
- Principle:Liu00222 Open Prompt Injection Attack Success Evaluation
- Principle:Promptfoo Promptfoo Strategy Application
- Principle:Togethercomputer Together python File Upload
- Principle:Kserve Kserve Pipeline Validation
- Principle:Huggingface Datasets In Place Format Setting
- Principle:Apache Flink Object Reuse
- Principle:PacktPublishing LLM Engineers Handbook Self Query Metadata Extraction
- Principle:Lucidrains X transformers Encoder Decoder Generation
Implementations
- Implementation:Open compass VLMEvalKit molmo
- Implementation:FlagOpen FlagEmbedding AbsReranker Compute Score
- Implementation:Microsoft Playwright Protocol Metainfo
- Implementation:Bentoml BentoML SyncHTTPClient For Cloud
- Implementation:ClickHouse ClickHouse Poco HTTPCookie
- Implementation:Ggml org Ggml Cpu s390 quants
- Implementation:AUTOMATIC1111 Stable diffusion webui Train embedding
- Implementation:Rapidsai Cuml Make Arima
- Implementation:Ollama Ollama Chat Prompt
- Implementation:Nightwatchjs Nightwatch Element And Section Configuration
Heuristics
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:LaurentMazare Tch rs Device Fallback Pattern
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:Speechbrain Speechbrain Nonfinite Loss Handling
- Heuristic:Fede1024 Rust rdkafka Multi Version Dependency Hazard
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
Environments
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Danijar Dreamerv3 JAX CUDA