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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 App Creation and Configuration
- Workflow:Marker Inc Korea AutoRAG Data Creation Pipeline
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:SeldonIO Seldon core Inference Pipeline
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:PeterL1n BackgroundMattingV2 Realtime webcam matting
- Workflow:Openai Whisper Word Level Timestamps
Principles
- Principle:Helicone Helicone Unified Model Layer
- Principle:Isaac sim IsaacGymEnvs Policy Rollout
- Principle:Recommenders team Recommenders ALS Recommendation Generation
- Principle:Heibaiying BigData Notes Spark Data Writing
- Principle:Apache Spark Parallel Test Execution
- Principle:Apache Druid Tuning Parameters
- Principle:Pytorch Serve Cloud Deployment
- Principle:Neuml Txtai Agent Task Execution
- Principle:Isaac sim IsaacGymEnvs Task Requirements Design
- Principle:Cohere ai Cohere python Rerank Response Processing
Implementations
- Implementation:OpenHands OpenHands SaasNestedConversationManager Create Runtime
- Implementation:Arize ai Phoenix Client Executors
- Implementation:Eventual Inc Daft Set Runner Ray
- Implementation:Sdv dev SDV Metadata Detect From Dataframes
- Implementation:Puppeteer Puppeteer HTTPResponse
- Implementation:Open compass VLMEvalKit OlmOCRBench Katex Render
- Implementation:OpenGVLab InternVL HF PrefixLM Converter
- Implementation:SeleniumHQ Selenium Closure UI DefaultToolbar
- Implementation:BerriAI Litellm Search API Router
- Implementation:Treeverse LakeFS Java SDK BranchesApi
Heuristics
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
- Heuristic:Snorkel team Snorkel LabelModel Mu Eps Clamping
- Heuristic:Microsoft BIPIA LLAMA Pad Token Workaround
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
Environments
- Environment:Vllm project Vllm CPU Runtime
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Neuml Txtai Docker Deployment Environment