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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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Browse by Category
| 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:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:Google deepmind Dm control MJCF Model Composition
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:Microsoft Onnxruntime On Device Training
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
Principles
- Principle:CARLA simulator Carla Traffic Manager Initialization
- Principle:Mlflow Mlflow Code Instrumentation
- Principle:Hpcaitech ColossalAI Tokenizer Vocabulary Expansion
- Principle:SqueezeAILab ETS Hyperparameter Configuration
- Principle:InternLM Lmdeploy Response Processing
- Principle:Kserve Kserve LLMIsvc Installation
- Principle:Mlfoundations Open flamingo Pretrained Weight Loading
- Principle:Apache Dolphinscheduler Frontend Dependency Management
- Principle:Apache Dolphinscheduler RPC Service Contract Definition
- Principle:Apache Airflow Helm Values Configuration
Implementations
- Implementation:MaterializeInc Materialize CLI Cloudbench
- Implementation:Vibrantlabsai Ragas RubricsScore
- Implementation:Apache Shardingsphere ShadowOperationType Enum
- Implementation:Mlflow Mlflow Set Destination
- Implementation:Open compass VLMEvalKit MMNIAH Utils
- Implementation:Ggml org Llama cpp Batch
- Implementation:Puppeteer Puppeteer SecurityDetails
- Implementation:Lance format Lance Java IndexDescription
- Implementation:Ggml org Ggml Metal impl
- Implementation:Mlflow Mlflow Exceptions
Heuristics
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:CarperAI Trlx Reward Model Layer Freezing
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:Sgl project Sglang Attention Backend Selection
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:Onnx Onnx External Data Path Security
Environments
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:Vllm project Vllm Python Dependencies
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Spotify Luigi Tornado Web Server
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment