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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:Ollama Ollama Model Registry Operations
- Workflow:Openclaw Openclaw Plugin And Skill Extension
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:AnswerDotAI RAGatouille In Memory Retrieval
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:Mage ai Mage ai Destination Data Loading
- Workflow:Spotify Luigi Spark Processing Pipeline
- Workflow:Apache Spark Application Submission
Principles
- Principle:OpenGVLab InternVL Multimodal Data Collation
- Principle:Heibaiying BigData Notes Spark TempView and SQL
- Principle:Microsoft Playwright Define Agent Actions with Perform
- Principle:Sgl project Sglang Streaming Response Handling
- Principle:Apache Kafka JMH Benchmark Execution
- Principle:Triton inference server Server Classification Postprocessing
- Principle:Predibase Lorax Dynamic LoRA Loading
- Principle:NVIDIA TransformerEngine Baseline Transformer Layer
- Principle:Princeton nlp SimPO Model Saving and Evaluation
- Principle:Openai Openai node Response Format Configuration
Implementations
- Implementation:Risingwavelabs Risingwave DbzChangeEventConsumer
- Implementation:Vllm project Vllm CPU SHM
- Implementation:Microsoft Agent framework DeepResearch Workflow Definition
- Implementation:Deepspeedai DeepSpeed XPU Adam SYCL
- Implementation:OWASP Www project top 10 for large language model applications Markdown To PDF Convert
- Implementation:Openai Openai node OpenAIRealtimeWS
- Implementation:Haosulab ManiSkill FloatingInspireHand
- Implementation:InternLM Lmdeploy PytorchEngineConfig
- Implementation:Bentoml BentoML Bentoml Service Decorator
- Implementation:AUTOMATIC1111 Stable diffusion webui XLMRoBERTa M18 Encoder
Heuristics
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:Langchain ai Langchain Deprecation Version Tracking
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
Environments
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:Apache Airflow Development Contributor Environment
- Environment:Sgl project Sglang Distributed
- Environment:Protectai Modelscan TensorFlow Optional
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Arize ai Phoenix Python Runtime
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime