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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:Openclaw Openclaw Plugin And Skill Extension
- Workflow:Ray project Ray Cross Language Invocation
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:Groq Groq python Chat Completion
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:Huggingface Datasets Dataset Preprocessing
- Workflow:Mlflow Mlflow GenAI Evaluation
- Workflow:Langfuse Langfuse Otel ingestion pipeline
Principles
- Principle:LMCache LMCache Worker Registration
- Principle:Infiniflow Ragflow Search Filtering
- Principle:Ggml org Ggml Model Quantization
- Principle:LLMBook zh LLMBook zh github io Reward Modeling
- Principle:LLMBook zh LLMBook zh github io Rotary Position Embedding
- Principle:Langchain ai Langchain Package Scaffolding
- Principle:Online ml River Streaming Data Loading
- Principle:Norrrrrrr lyn WAInjectBench Validation Checkpoint Selection
- Principle:Norrrrrrr lyn WAInjectBench Ensemble Aggregation Image
- Principle:Kornia Kornia Edge Postprocessing
Implementations
- Implementation:Google deepmind Mujoco Engine Vis Init
- Implementation:Vllm project Vllm Structured Output Parsing
- Implementation:InternLM Lmdeploy Buffer
- Implementation:Huggingface Optimum GPTQ Fasterquant
- Implementation:Dagster io Dagster Asset Decorator
- Implementation:Cohere ai Cohere python EmbedByTypeResponseEmbeddings Model
- Implementation:Bigscience workshop Petals AdamW And Scheduler
- Implementation:Microsoft Playwright Trace Mode Config
- Implementation:Googleapis Python genai Files Upload
- Implementation:Webdriverio Webdriverio Appium Types
Heuristics
- Heuristic:Tensorflow Tfjs Backend Selection Strategy
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
Environments
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Vllm project Vllm Python
- Environment:Neuml Txtai API Server Configuration
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:Apache Druid Integration Test Docker
- Environment:Getgauge Taiko Chromium Browser
- Environment:TA Lib Ta lib python TA Lib C Library