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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:Cohere ai Cohere python Model Finetuning
- Workflow:Microsoft Autogen Tool Augmented Agent
- Workflow:Iterative Dvc Pipeline Reproduction
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Tencent Ncnn Image Classification Inference
- Workflow:Apache Druid Streaming Ingestion Management
- Workflow:Haotian liu LLaVA Single Image Inference
- Workflow:Cypress io Cypress Local Development Environment
Principles
- Principle:Marker Inc Korea AutoRAG Quality Filtering
- Principle:Ollama Ollama Token Sampling
- Principle:Guardrails ai Guardrails RailSpecification
- Principle:Langgenius Dify Variable Wiring
- Principle:Apache Shardingsphere Cluster Repository Initialization
- Principle:Guardrails ai Guardrails Server Config Scaffolding
- Principle:Ggml org Ggml Vision Encoder Execution
- Principle:Intel Ipex llm Embedding And Vector Store
- Principle:Openai Whisper Language Detection
- Principle:Pyro ppl Pyro MCMC Posterior Sampling
Implementations
- Implementation:Huggingface Datasets JaxFormatter
- Implementation:SeleniumHQ Selenium Closure Asserts
- Implementation:Tencent Ncnn Pnnx Export
- Implementation:Sgl project Sglang KVCache IO
- Implementation:Apache Flink IteratorResultIterator
- Implementation:OWASP Www project top 10 for large language model applications ReportTemplate Render
- Implementation:Kserve Kserve InferenceGraph Full CRD
- Implementation:Microsoft Playwright Utils Bundle Package Lock
- Implementation:Apache Hudi CompactionCommitSink Invoke
- Implementation:Ggml org Llama cpp Convert LoRA To GGUF
Heuristics
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:OpenRLHF OpenRLHF Packing Samples Efficiency Tip
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:Risingwavelabs Risingwave Stream Chunk Sizing
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
- Heuristic:Openai Whisper Temperature Fallback Strategy
Environments
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Interpretml Interpret Visualization Environment
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Apache Airflow Development Contributor Environment
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Dotnet Machinelearning TorchSharp Environment