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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:Apache Druid Visual Data Exploration
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Apache Flink Stream File Compaction
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Langchain ai Langgraph Functional API Workflow
- Workflow:Wandb Weave Tracing Setup
- Workflow:Neuml Txtai Semantic Search
- Workflow:Openai CLIP Zero shot image classification
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Webui Performance Profiling
- Principle:Fede1024 Rust rdkafka Transaction Lifecycle Management
- Principle:Neuml Txtai Text Extraction
- Principle:Ggml org Ggml Architecture Specific SIMD Quantization
- Principle:Huggingface Datasets Pandas Dataset Building
- Principle:Langchain ai Langgraph Entrypoint Definition
- Principle:Eric mitchell Direct preference optimization DPO Loss
- Principle:MaterializeInc Materialize Version Bumping
- Principle:Ucbepic Docetl Hierarchical Document Clustering
- Principle:Farama Foundation Gymnasium Vectorized Environment Creation
Implementations
- Implementation:Openai Openai node ZodResponseFormat
- Implementation:Facebookresearch Habitat lab ResetArmSkill
- Implementation:Apache Shardingsphere ShadowTableHintDataSourceMappingsRetriever Retrieve
- Implementation:SeleniumHQ Selenium Platform
- Implementation:Protectai Modelscan FormatViaExtensionMiddleware
- Implementation:Langgenius Dify UseRunPublishedPipeline
- Implementation:OWASP Www project top 10 for large language model applications Invoice Agent Main
- Implementation:ARISE Initiative Robosuite MujocoModel Base
- Implementation:Mlc ai Mlc llm CLI Main
- Implementation:MarketSquare Robotframework browser Cookie Keywords
Heuristics
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:Apache Dolphinscheduler Netty Thread Sizing
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:Vibrantlabsai Ragas Warning Deprecated V1 Metrics
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:Kubeflow Kubeflow Issue Routing To Sub Repos
- Heuristic:Datahub project Datahub Docker Memory Preflight
- Heuristic:Openai Whisper Log Probability Threshold
Environments
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Apache Kafka Release Toolchain Environment
- Environment:HKUDS AI Trader MCP Services
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Kserve Kserve Knative Serving