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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:OpenBMB UltraFeedback Completion Generation
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:Microsoft Semantic kernel Vector Store RAG Pipeline
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:OpenHands OpenHands GitHub Webhook Event Processing
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Apache Druid Streaming Ingestion Management
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Langchain ai Langchain Tool Calling Structured Output
Principles
- Principle:Recommenders team Recommenders Spark Evaluation Metrics
- Principle:AUTOMATIC1111 Stable diffusion webui Launch Sequence
- Principle:Microsoft Onnxruntime TensorBoard Monitoring
- Principle:Ollama Ollama Llama Cpp Common Library
- Principle:Openai Evals Self Consistency Prompting
- Principle:BerriAI Litellm Proxy Configuration
- Principle:Apache Spark Release Documentation Generation
- Principle:Ollama Ollama GGUF Model Conversion Qwen25Vl
- Principle:Ggml org Llama cpp Response Generation
- Principle:Interpretml Interpret Linear Model Explanation
Implementations
- Implementation:Hiyouga LLaMA Factory V1 Data Engine
- Implementation:Microsoft Onnxruntime GlobalSubscriberManager Usage
- Implementation:Infiniflow Ragflow Embedding Function
- Implementation:Zai org CogVideo ActNorm
- Implementation:Pyro ppl Pyro ReweightedWakeSleep
- Implementation:SeleniumHQ Selenium HasContext
- Implementation:Huggingface Datasets Dataset To Pandas
- Implementation:Langgenius Dify Tailwind Theme Var Define
- Implementation:Recommenders team Recommenders SUM Model
- Implementation:CARLA simulator Carla CMake Build Python API
Heuristics
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Microsoft Playwright Test Stability Practices
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:Triton inference server Server Dynamic Batching Tuning
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
Environments
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Vespa engine Vespa Cosign Sigstore Signing
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Pyro ppl Pyro Distributed Training