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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:Openclaw Openclaw Multi Agent Routing
- Workflow:FlowiseAI Flowise Chatbot Deployment
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Microsoft Semantic kernel Process Orchestration
- Workflow:Roboflow Rf detr Custom Dataset Finetuning
- Workflow:Neuml Txtai API Deployment
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:AnswerDotAI RAGatouille ColBERT Training
Principles
- Principle:Lucidrains X transformers Autoregressive Data Preparation
- Principle:Apache Kafka Broker Invocation
- Principle:Haotian liu LLaVA Image Preprocessing
- Principle:Neuml Txtai Interactive Console
- Principle:Sdv dev SDV Sequential Data Sampling
- Principle:AUTOMATIC1111 Stable diffusion webui VAE decoding and output composition
- Principle:Langchain ai Langchain Chunk Accumulation
- Principle:Diagram of thought Diagram of thought Problem Formulation
- Principle:PacktPublishing LLM Engineers Handbook Context Assembly And LLM Generation
- Principle:Webdriverio Webdriverio Type Safety
Implementations
- Implementation:Eventual Inc Daft Read Iceberg
- Implementation:Open compass VLMEvalKit Cosmos
- Implementation:Run llama Llama index Node Postprocessors
- Implementation:FlowiseAI Flowise DataGrid
- Implementation:Neuml Txtai PgVector ANN
- Implementation:Explodinggradients Ragas Tokenizers Module
- Implementation:Puppeteer Puppeteer WaitTask
- Implementation:Predibase Lorax Causal LM
- Implementation:Alibaba MNN Onnx Export Script
- Implementation:FlagOpen FlagEmbedding Reinforced IR Retriever Modeling
Heuristics
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
- Heuristic:Pola rs Polars Use Spawn Not Fork Multiprocessing
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Openai CLIP CLIP Normalization Constants
- Heuristic:Dagster io Dagster Record Over Dataclass
Environments
- Environment:MarketSquare Robotframework browser CI GitHub Actions
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Apache Hudi Docker Demo Environment