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1,118
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:Openai Evals Implementing a custom completion function
- Workflow:Romsto Speculative Decoding Interactive CLI Comparison
- Workflow:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:SeleniumHQ Selenium Browser Session Setup
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Huggingface Trl GRPO Training
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
- Workflow:Openai Openai agents python Guardrails Secured Agent
Principles
- Principle:Datahub project Datahub Metadata Sink Verification
- Principle:Lm sys FastChat Causal LM Loading
- Principle:Triton inference server Server Model Namespacing Testing
- Principle:Mage ai Mage ai Catalog Selection
- Principle:Mlfoundations Open flamingo WebDataset Data Pipeline
- Principle:Kornia Kornia ONNX Model Loading
- Principle:Apache Shardingsphere SPI Refresher Loading
- Principle:LLMBook zh LLMBook zh github io Rotary Position Embedding
- Principle:FMInference FlexLLMGen Decentralized Inference Benchmarking
- Principle:Protectai Llm guard Substring Filtering
Implementations
- Implementation:AUTOMATIC1111 Stable diffusion webui Image Viewer
- Implementation:Anthropics Anthropic sdk python CompletionCreateParams
- Implementation:Open compass VLMEvalKit Cosmos
- Implementation:Langfuse Langfuse Score Application Validation
- Implementation:Cohere ai Cohere python BatchesRawClient
- Implementation:PrefectHQ Prefect Create Markdown Artifact
- Implementation:Ggml org Llama cpp Grammar Header
- Implementation:Avhz RustQuant KNearestNeighbors
- Implementation:Huggingface Datatrove PipelineStats
- Implementation:InternLM Lmdeploy GemmUniversalSm90V2
Heuristics
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:Langgenius Dify API Token Single Flight Caching
- Heuristic:HKUDS AI Trader Sortino Ratio Capping
- Heuristic:Run llama Llama index Finetuning Warmup Steps
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
Environments
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Huggingface Datasets JAX Integration
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:InternLM Lmdeploy Build From Source
- Environment:Apache Spark Kubernetes Runtime
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Kserve Kserve Istio Service Mesh