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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:Cleanlab Cleanlab Object Detection Label Quality
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Huggingface Optimum GPTQ Quantization
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:Sgl project Sglang Online Serving With OpenAI API
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:Apache Flink File Source Pipeline
- Workflow:MarketSquare Robotframework browser Plugin Development
Principles
- Principle:Kubeflow Pipelines Parallel Iteration
- Principle:Pyro ppl Pyro Learnable Parameters
- Principle:Langchain ai Langgraph SDK Data Models
- Principle:Microsoft Playwright Run Tests with Tracing
- Principle:NVIDIA NeMo Aligner REINFORCE Actor Setup
- Principle:OWASP Www project top 10 for large language model applications Automated Vulnerability Scanning
- Principle:Getgauge Taiko Element Assertion
- Principle:Liu00222 Open Prompt Injection Text Segmentation
- Principle:Microsoft Semantic kernel Agent Plugin Equipment
- Principle:Openai Evals Human In The Loop Evaluation
Implementations
- Implementation:Ggml org Llama cpp Speculative Header
- Implementation:Datahub project Datahub HasStructuredProperties Mixin
- Implementation:Kubeflow Kubeflow Kustomize Component Apply
- Implementation:NVIDIA TransformerEngine PyTorch Ext Cast
- Implementation:Datahub project Datahub Sidebars Config
- Implementation:MarketSquare Robotframework browser Start Grpc Server
- Implementation:Tensorflow Serving source router h
- Implementation:ArroyoSystems Arroyo Checkpoint Api Types
- Implementation:Scikit learn Scikit learn TestingUtils
- Implementation:Truera Trulens Display Utils
Heuristics
- Heuristic:Vibrantlabsai Ragas Reasoning Model Parameter Constraints
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:Onnx Onnx Shape Inference Limitations
- Heuristic:Bigscience workshop Petals KV Cache Sizing For Attention Types
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
- Heuristic:TA Lib Ta lib python Unstable Period Configuration
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
Environments
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Ollama Ollama GPU Runtime
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Pyro ppl Pyro Funsor Backend