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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:Google deepmind Dm control Locomotion Task Setup
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:OpenRLHF OpenRLHF Math Reasoning Training
- Workflow:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:Mage ai Mage ai Destination Data Loading
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
Principles
- Principle:Apache Hudi Clustering Strategy Configuration
- Principle:Sail sg LongSpec GLIDE Model Initialization
- Principle:Treeverse LakeFS Action Hook Definition
- Principle:Datahub project Datahub Scheduled Ingestion
- Principle:Risingwavelabs Risingwave Iceberg Sink Integration
- Principle:Dagster io Dagster Materialization Metadata
- Principle:ClickHouse ClickHouse Fundamental Type Aliases
- Principle:Kubeflow Kubeflow Contribution Guidelines
- Principle:Apache Paimon Ray Data Source Reading
- Principle:Risingwavelabs Risingwave Java Rust JNI Bridge
Implementations
- Implementation:Helicone Helicone Filter Types
- Implementation:Helicone Helicone Docs Navigation Config
- Implementation:Openai Openai node Completions Parse
- Implementation:Isaac sim IsaacGymEnvs RLGPUAlgoObserver Metrics
- Implementation:Microsoft Onnxruntime SequenceInfo
- Implementation:Zai org CogVideo SAT Get Args
- Implementation:Intel Ipex llm Vllm Online Benchmark
- Implementation:Haotian liu LLaVA Load Pretrained Model
- Implementation:Apache Airflow TaskInstance Listener Spec
- Implementation:Haosulab ManiSkill FixedInspireHand
Heuristics
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Kornia Kornia Lazy Loading Optional Deps
- Heuristic:Langchain ai Langchain Retry Scope Best Practice
- Heuristic:Farama Foundation Gymnasium Action Space Normalization Tip
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Openai Whisper Median Word Duration Clamping
Environments
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Predibase Lorax Docker Container Runtime
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:Sgl project Sglang Prometheus
- Environment:Sgl project Sglang CUDA Runtime