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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:CARLA simulator Carla Sensor Data Collection
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Open compass VLMEvalKit Image Benchmark Evaluation
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:Google deepmind Mujoco Model compilation and conversion
- Workflow:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:Googleapis Python genai Multimodal Content Generation
Principles
- Principle:Cleanlab Cleanlab Sklearn Compatible PyTorch Classifier
- Principle:TA Lib Ta lib python Pattern Signal Integration
- Principle:Datajuicer Data juicer Data Export
- Principle:Alibaba MNN MNN Build System
- Principle:OWASP Www project top 10 for large language model applications Vulnerability Testing
- Principle:ClickHouse ClickHouse Debug Package Configuration
- Principle:Truera Trulens Snowflake Connection Configuration
- Principle:Eventual Inc Daft SQL Expression Building
- Principle:ARISE Initiative Robosuite Texture Randomization
- Principle:Dotnet Machinelearning Trial Result Extraction
Implementations
- Implementation:Rapidsai Cuml HoltWinters C API
- Implementation:Ucbepic Docetl MOAR CliHelpers
- Implementation:Apache Shardingsphere ShadowRuleBuilder Build
- Implementation:NVIDIA TransformerEngine Triton Permutation
- Implementation:Mlc ai Mlc llm OpenAI API Protocol Header
- Implementation:Apache Beam ExecutorServiceParallelExecutor
- Implementation:Liu00222 Open Prompt Injection Application defense preparation
- Implementation:Openai Openai node ChatCompletionStream Class
- Implementation:Onnx Onnx Helper Make Node
- Implementation:Speechbrain Speechbrain Prepare RescueSpeech
Heuristics
- Heuristic:Microsoft Agent framework PowerFx Python Version Limit
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:Mbzuai oryx Awesome LLM Post training Paper Deduplication Via Dict
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
- Heuristic:Snorkel team Snorkel Binary Only Slicing
Environments
- Environment:Interpretml Interpret Python Core Environment
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:Sgl project Sglang CUDA SM100
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:Langchain ai Langgraph Python Runtime Environment