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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:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:MaterializeInc Materialize dbt Integration
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:Haotian liu LLaVA Single Image Inference
- Workflow:Wandb Weave Tracing Setup
- Workflow:Microsoft Autogen Tool Augmented Agent
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
- Workflow:Apache Spark Building and Testing
- Workflow:Infiniflow Ragflow Search Application Setup
Principles
- Principle:Online ml River Anomaly Threshold Filtering
- Principle:Microsoft Playwright Validate API Responses
- Principle:Speechbrain Speechbrain Whisper Model Loading
- Principle:Spcl Graph of thoughts Ground Truth Evaluation
- Principle:Sktime Pytorch forecasting Distribution Loss
- Principle:Ggml org Ggml Transformer Graph Construction
- Principle:Diagram of thought Diagram of thought Typed Record Parsing
- Principle:Ggml org Llama cpp Model Loading
- Principle:Webdriverio Webdriverio Page Source Analysis
- Principle:Mlc ai Mlc llm OpenAI API Integration
Implementations
- Implementation:Microsoft Playwright Electron
- Implementation:Lance format Lance IndexExtension
- Implementation:OpenHands OpenHands Tooltip
- Implementation:Lance format Lance Java JsonFields
- Implementation:Scikit learn Scikit learn GradientBoostingClassifier Init
- Implementation:Apache Paimon RestException
- Implementation:Kubeflow Kubeflow Notebook CRD Creation
- Implementation:Googleapis Python genai Tokens Converters
- Implementation:Predibase Lorax BGMV Expand Slice Kernel
- Implementation:Tensorflow Tfjs Variables Test
Heuristics
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
- Heuristic:ThreeSR Awesome Inference Time Scaling API Rate Limiting Tip
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Fede1024 Rust rdkafka Main Queue Poll Interval
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
- Heuristic:FMInference FlexLLMGen Sequence Length Alignment
Environments
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Apache Paimon Python Core Runtime
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Microsoft Agent framework API Credentials
- Environment:Pytorch Serve DeepSpeed Environment
- Environment:Kserve Kserve Leader Worker Set