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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:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:Huggingface Peft Prompt Tuning Classification
- Workflow:Fastai Fastbook Tabular Modeling
- Workflow:Unslothai Unsloth Model Export And Deployment
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Trailofbits Fickling Safe ML Model Loading
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Scikit learn contrib Imbalanced learn Balanced Deep Learning Training
- Workflow:Roboflow Rf detr Roboflow Deployment
Principles
- Principle:Risingwavelabs Risingwave CDC Pipeline Coordination
- Principle:Tensorflow Serving Dynamic Configuration Reload
- Principle:Lance format Lance Fragment Rewriting
- Principle:Ollama Ollama CLIArchitecture
- Principle:Eventual Inc Daft SQL Query Execution
- Principle:Apache Flink Enriched Row Composition
- Principle:Facebookresearch Audiocraft Exported Model Validation
- Principle:Apache Flink Source Connector Framework
- Principle:Huggingface Alignment handbook Config Parsing
- Principle:Obss Sahi Image Slicing
Implementations
- Implementation:Vespa engine Vespa SimpleDetector Detect
- Implementation:Langgenius Dify Service Worker
- Implementation:Alibaba ROLL DPO ActorWorker Compute Log Probs
- Implementation:Volcengine Verl Datasets Load Dataset
- Implementation:Astronomer Astronomer cosmos Cosmos Plugin
- Implementation:Apache Airflow BaseTracer Protocol
- Implementation:Openai Openai python Batch Usage Model
- Implementation:Isaac sim IsaacGymEnvs Runner Play Mode
- Implementation:Cleanlab Cleanlab Estimate Latent
- Implementation:Open compass VLMEvalKit Video MMLU Utils
Heuristics
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:BerriAI Litellm Token Counting Buffer
Environments
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Intel Ipex llm Portable Environment
- Environment:Spotify Luigi PostgreSQL Server
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:Langfuse Langfuse Redis 7 Queue Cache