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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:Volcengine Verl Vision Language Model RL Training
- Workflow:Vespa engine Vespa Logging framework initialization
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:Lakeraai Pint benchmark Custom System Evaluation
- Workflow:Duckdb Duckdb Extension Development And Distribution
- Workflow:Fastai Fastbook Image Classification
- Workflow:Puppeteer Puppeteer Cross Browser Automation
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
Principles
- Principle:FlowiseAI Flowise Chunk Management
- Principle:Pola rs Polars Multi Format Data Reading
- Principle:DataExpert io Data engineer handbook Test Data Construction
- Principle:FlowiseAI Flowise Chatflow Security Configuration
- Principle:LaurentMazare Tch rs FFI Collection Traits
- Principle:Triton inference server Server Inference Request
- Principle:Teamcapybara Capybara Driver Selection Configuration
- Principle:Protectai Llm guard Token Limit Enforcement
- Principle:Apache Dolphinscheduler Connection Testing
- Principle:Huggingface Datatrove Exact Substring Deduplication
Implementations
- Implementation:Google deepmind Mujoco MJWarp Solver
- Implementation:Apache Druid ModuleState
- Implementation:Langgenius Dify UseDraftPipelineProcessingParams
- Implementation:Zai org CogVideo GeneralLPIPSWithDiscriminator
- Implementation:Cleanlab Cleanlab Multilabel Issue Manager
- Implementation:Ollama Ollama Imagegen MLX Dynamic
- Implementation:Neuml Txtai NumPy ANN
- Implementation:Truera Trulens Records Utils
- Implementation:Microsoft Playwright ChromiumSwitches
- Implementation:Neuml Txtai SQL Parser
Heuristics
- Heuristic:Alibaba ROLL Reward Clipping Normalization
- Heuristic:Princeton nlp SimPO Dropout Disabling
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:Microsoft Agent framework Function Invocation Defaults
Environments
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Langgenius Dify Python Backend Environment
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Vllm project Vllm CPU Runtime
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Datahub project Datahub Python Ingestion
- Environment:Huggingface Peft Python Core Dependencies