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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:Langgenius Dify RAG Pipeline Development
- Workflow:Openai Evals Creating a model graded eval
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:AnswerDotAI RAGatouille In Memory Retrieval
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Apache Hudi Flink Schema Evolution
- Workflow:Tencent Ncnn Post Training Quantization
Principles
- Principle:LMCache LMCache Cluster Management
- Principle:Marker Inc Korea AutoRAG Evaluator Initialization
- Principle:Testtimescaling Testtimescaling github io Paper Relevance Assessment
- Principle:ClickHouse ClickHouse Data Lake Testing
- Principle:Zai org CogVideo DDIM Pipeline Loading
- Principle:Eric mitchell Direct preference optimization Checkpoint Saving
- Principle:FMInference FlexLLMGen DeepSpeed Package Build
- Principle:Webdriverio Webdriverio Async Iteration
- Principle:Cleanlab Cleanlab Object Detection Visualization
- Principle:Heibaiying BigData Notes Hive Query Execution
Implementations
- Implementation:Groq Groq python SDK Sentinel and Request Types
- Implementation:Elevenlabs Elevenlabs python GetPronunciationDictionaryMetadataResponse
- Implementation:Huggingface Open r1 Build Distilabel Pipeline
- Implementation:Langchain ai Langgraph Typing Module
- Implementation:NVIDIA TransformerEngine JAX LayerNorm
- Implementation:Infiniflow Ragflow FilesTable Component
- Implementation:Ollama Ollama Llama Common Header
- Implementation:Confident ai Deepeval Synthesizer Generate Goldens From Contexts
- Implementation:Huggingface Peft Bone Finetuning Example
- Implementation:NVIDIA TransformerEngine Core Tensor Impl
Heuristics
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:Langchain ai Langgraph Recursion Limit Tuning
- Heuristic:Vllm project Vllm Attention Backend Selection
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
Environments
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Lm sys FastChat SFT Training Environment
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment