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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:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Explodinggradients Ragas Agent Evaluation
- Workflow:Langfuse Langfuse Otel ingestion pipeline
- Workflow:Apache Shardingsphere Shadow Database Routing
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:Onnx Onnx External Data Handling
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
Principles
- Principle:Deepset ai Haystack Documentation Navigation Structure
- Principle:Webdriverio Webdriverio ESLint Plugin Architecture
- Principle:Confident ai Deepeval Dataset Publishing
- Principle:Togethercomputer Together python Text To Speech
- Principle:Ollama Ollama GGUF Model Conversion Llama Adapter
- Principle:FlagOpen FlagEmbedding Code Embedding Data Generation
- Principle:Cleanlab Cleanlab CIFAR CNN Architecture
- Principle:Ggml org Llama cpp Chat Template Application
- Principle:Triton inference server Server Repository Cloning
- Principle:Roboflow Rf detr Model Deployment
Implementations
- Implementation:OpenBMB UltraFeedback Score Correction Pipeline
- Implementation:ARISE Initiative Robosuite Robot Base
- Implementation:OpenRLHF OpenRLHF Actor init
- Implementation:Ollama Ollama Llama Model Loader Types
- Implementation:Snorkel team Snorkel PandasLFApplier Apply
- Implementation:Onnx Onnx Text Format Parser
- Implementation:Huggingface Datasets Pandas Builder
- Implementation:Guardrails ai Guardrails CLI Watch
- Implementation:Huggingface Optimum GPTQQuantizer Pack Model
- Implementation:Groq Groq python Speech Create
Heuristics
- Heuristic:Arize ai Phoenix Warning Deprecated VertexAIModel
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:Allenai Open instruct Gradient Clipping Norm
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:OpenRLHF OpenRLHF Value Head ZeRO3 Init Tip
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:Snorkel team Snorkel NLP Preprocessor Memoization
Environments
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Apache Kafka Gradle Build Environment
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Evidentlyai Evidently Spark Engine Environment