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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:DevExpress Testcafe CLI Test Execution
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Microsoft Autogen Multi Agent Conversation
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:FMInference FlexLLMGen Data Wrangling Batch Inference
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:Speechbrain Speechbrain CTC ASR Training
Principles
- Principle:Langfuse Langfuse OTel S3 Upload and Queue Dispatch
- Principle:Apache Druid Visual Query Execution
- Principle:Microsoft Autogen Team Persistence
- Principle:AUTOMATIC1111 Stable diffusion webui Webui Global State Management
- Principle:Online ml River Online Logistic Regression
- Principle:Ggml org Ggml CPU Tensor Operations
- Principle:Vllm project Vllm Vllm Installation
- Principle:Zai org CogVideo SAT Model Initialization
- Principle:Danijar Dreamerv3 Distributed Learner Training
- Principle:Cypress io Cypress CI Result Processing
Implementations
- Implementation:Onnx Onnx IR Graph Model
- Implementation:Treeverse LakeFS ImportStatus
- Implementation:Confident ai Deepeval Synthesizer Generate Goldens From Contexts
- Implementation:Deepspeedai DeepSpeed DeepSpeedConfig Init
- Implementation:Astronomer Astronomer cosmos DatabricksOauthProfileMapping
- Implementation:Apache Flink WritableTypeInfo
- Implementation:Treeverse LakeFS Java SDK Model RepositoryMetadataKeys
- Implementation:Haosulab ManiSkill XLeRobot
- Implementation:Interpretml Interpret ComputeAccessors
- Implementation:Kserve Kserve IngressReconciler
Heuristics
- Heuristic:Tencent Ncnn Thread Count Tuning
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:Dagster io Dagster Retry Strategy Configuration
- Heuristic:BerriAI Litellm SSL Cipher Optimization
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
Environments
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:Openai Evals Python Runtime
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:Huggingface Datasets PyTorch Integration
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:Online ml River Python Runtime Environment
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Googleapis Python genai Vertex AI Service Account