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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:Huggingface Trl GRPO Training
- Workflow:Princeton nlp Tree of thought llm ToT BFS experiment
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:DevExpress Testcafe Programmatic Test Execution
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Webdriverio Webdriverio Cucumber BDD Testing
- Workflow:Huggingface Optimum Automatic Tensor Parallelization
Principles
- Principle:Microsoft Semantic kernel Process Builder Creation
- Principle:Ray project Ray Serve Graceful Shutdown
- Principle:Hiyouga LLaMA Factory Rotary Position Embedding
- Principle:Langgenius Dify TanStack Query Integration
- Principle:Apache Airflow Monitoring Operations
- Principle:Allenai Open instruct vLLM Async Generation
- Principle:Datahub project Datahub Lineage Emission
- Principle:Ggml org Llama cpp Configuration
- Principle:Intel Ipex llm DPO Model Export
- Principle:AnswerDotAI RAGatouille Training Configuration
Implementations
- Implementation:Ggml org Llama cpp XXHash
- Implementation:AUTOMATIC1111 Stable diffusion webui Image Viewer
- Implementation:Nautechsystems Nautilus trader RiskEngine Init
- Implementation:Datahub project Datahub SaveIntoDataSourceCommandVisitor
- Implementation:Risingwavelabs Risingwave HummockIterator
- Implementation:SeleniumHQ Selenium Closure Testing TestCase
- Implementation:Huggingface Datatrove WordStats
- Implementation:Scikit learn Scikit learn TSNE
- Implementation:Teamcapybara Capybara WhitespaceNormalizer
- Implementation:Openai Openai python Response Reasoning Text Delta
Heuristics
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
- Heuristic:Astronomer Astronomer cosmos Deprecation Migration Paths
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Marker Inc Korea AutoRAG Deterministic Evaluation Generation
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
Environments
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Apache Flink Java Build Environment
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:BerriAI Litellm Observability Stack
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Haifengl Smile Quarkus Serve Environment