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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:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:NVIDIA NeMo Curator Semantic Deduplication
- Workflow:Facebookresearch Audiocraft EnCodec Compression Training
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Kubeflow Kubeflow Release Management
- Workflow:Lucidrains X transformers Encoder Decoder Sequence to Sequence
Principles
- Principle:Vespa engine Vespa Subscriber Shutdown
- Principle:Romsto Speculative Decoding Autoregressive Generation
- Principle:AUTOMATIC1111 Stable diffusion webui Conditional Function Dispatch
- Principle:Ollama Ollama MultimodalPipeline
- Principle:Duckdb Duckdb Binary Signing
- Principle:Alibaba MNN Diffusion Model Acquisition
- Principle:Volcengine Verl FSDP Distributed Training
- Principle:Apache Shardingsphere Data Change Event Emission
- Principle:Unstructured IO Unstructured Continuous Integration
- Principle:Apache Spark Cluster Installation
Implementations
- Implementation:Webdriverio Webdriverio TestFnWrapper
- Implementation:FlagOpen FlagEmbedding MLVU Summary Data
- Implementation:Liu00222 Open Prompt Injection create evaluator
- Implementation:Interpretml Interpret Synthetic Dataset Generation
- Implementation:Apache Paimon PaimonVirtualFileSystem
- Implementation:Googleapis Python genai CreateTuningJobConfig Setup
- Implementation:Apache Kafka KafkaAdminClient ListTopics
- Implementation:Tencent Ncnn Mat Pixel Rotate
- Implementation:Langchain ai Langgraph Pregel Debug
- Implementation:Togethercomputer Together python Image Prompt Format
Heuristics
- Heuristic:Openclaw Openclaw Conservative Error Retry Classification
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Fede1024 Rust rdkafka Regular Polling Required
- Heuristic:Microsoft Agent framework Silent Workflow Failures
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Openai CLIP L2 Normalization For Cosine Similarity
- Heuristic:Testtimescaling Testtimescaling github io Hardcoded IDs vs Registry
Environments
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Openai Whisper Numba
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Openai Evals OpenAI API Configuration
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Intel Ipex llm Build Environment