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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:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
- Workflow:Apache Kafka Topic Management
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:Sdv dev SDV Data quality evaluation
- Workflow:Helicone Helicone Local Development Setup
- Workflow:Langgenius Dify Application Creation
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:Pola rs Polars Data IO and Format Conversion
Principles
- Principle:Pola rs Polars Multi Format Data Reading
- Principle:Ggml org Llama cpp Embedding Normalization
- Principle:Axolotl ai cloud Axolotl FSDP Weight Consolidation
- Principle:Wandb Weave Prompt Retrieval
- Principle:Apache Paimon Manifest Management
- Principle:Nightwatchjs Nightwatch Client Initialization
- Principle:Bigscience workshop Petals Block Loading And Serving
- Principle:ARISE Initiative Robosuite Texture Randomization
- Principle:Apache Kafka Buildx Builder Setup
- Principle:Mage ai Mage ai Singer Message Emission
Implementations
- Implementation:Tencent Ncnn P2PNet Example
- Implementation:SeleniumHQ Selenium Rectangle
- Implementation:Avhz RustQuant RidgeRegression
- Implementation:Sgl project Sglang CPU Vec SIMD
- Implementation:Treeverse LakeFS ImportStatus
- Implementation:Langgenius Dify FetchPromptTemplate
- Implementation:Webdriverio Webdriverio BidiCore Class
- Implementation:Bigscience workshop Petals Server Run
- Implementation:Guardrails ai Guardrails DocumentStore
- Implementation:Norrrrrrr lyn WAInjectBench Conda Environment Setup
Heuristics
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Vespa engine Vespa Maven Parallel Build Optimization
- Heuristic:Vespa engine Vespa RPM Zstd Compression Settings
- Heuristic:Heibaiying BigData Notes HBase Connection Thread Safety Tip
- Heuristic:Langchain ai Langchain Text Splitter Separator Hierarchy
- Heuristic:Openclaw Openclaw Conservative Error Retry Classification
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
- Heuristic:Dagster io Dagster Batch Size Tuning
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
Environments
- Environment:DataTalksClub Data engineering zoomcamp PySpark Batch Environment
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Trailofbits Fickling Python Runtime
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack