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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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|---|---|---|
| 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:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:Microsoft Playwright Trace recording and debugging
- Workflow:Guardrails ai Guardrails LLM Output Validation
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Explodinggradients Ragas Agent Evaluation
- Workflow:Tensorflow Serving REST API Inference
- Workflow:Volcengine Verl Multi Turn Tool Use Training
- Workflow:SeldonIO Seldon core Inference Pipeline
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
Principles
- Principle:Microsoft Semantic kernel Observability Filters
- Principle:HKUDS AI Trader Frontend Configuration Loading
- Principle:Cohere ai Cohere python Bedrock Response Transformation
- Principle:CrewAIInc CrewAI Tool Design
- Principle:Sgl project Sglang Parallel Branching Logic
- Principle:Eventual Inc Daft AI Text Embedding
- Principle:Deepseek ai Janus JanusFlow Model Loading
- Principle:Tensorflow Serving Server Configuration And Startup
- Principle:Huggingface Datasets Split Definition
- Principle:Bitsandbytes foundation Bitsandbytes 4bit Dequantization And Matmul
Implementations
- Implementation:Speechbrain Speechbrain Prepare UrbanSound8k Root
- Implementation:Zai org CogVideo IFNet HDv3
- Implementation:Apache Paimon Options
- Implementation:Apache Druid WebpackConfig
- Implementation:Risingwavelabs Risingwave SinkRow Interface
- Implementation:Pyro ppl Pyro Funsor HMM
- Implementation:Getgauge Taiko CloseBrowser
- Implementation:Ollama Ollama Convert GptOss
- Implementation:Puppeteer Puppeteer Cdp PredefinedNetworkConditions
- Implementation:Recommenders team Recommenders Cornac Utils
Heuristics
- Heuristic:Googleapis Python genai LRO Polling Backoff
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
Environments
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Open compass VLMEvalKit Python Runtime Environment
- Environment:Microsoft Semantic kernel DotNet SDK Environment
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Heibaiying BigData Notes Flink 1 9 Environment