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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:Huggingface Optimum Automatic Tensor Parallelization
- Workflow:Deepspeedai DeepSpeed Pipeline Parallel Training
- Workflow:PrefectHQ Prefect Asset Based Data Pipeline
- Workflow:Onnx Onnx Version Conversion
- Workflow:LMCache LMCache CacheBlend KV Reuse
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Apache Hudi Flink MOR Compaction
- Workflow:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:Mistralai Client python OCR Document Processing
- Workflow:Interpretml Interpret Model Explanation And Visualization
Principles
- Principle:Spotify Luigi Task Persistence History
- Principle:Openai Openai python Realtime Error Handling
- Principle:Bitsandbytes foundation Bitsandbytes Blockwise Quantization
- Principle:Alibaba MNN Continuous Integration Testing
- Principle:Online ml River Streaming Silhouette
- Principle:Sdv dev SDV Sequential Data Sampling
- Principle:OpenHands OpenHands Conversation Creation
- Principle:DistrictDataLabs Yellowbrick Cross Validation Scoring
- Principle:Webdriverio Webdriverio Configuration Management
- Principle:Googleapis Python genai Job Monitoring
Implementations
- Implementation:Open compass VLMEvalKit VDC Utils
- Implementation:Pyro ppl Pyro Regional SIR
- Implementation:Facebookresearch Habitat lab HierarchicalPolicy init
- Implementation:Langchain ai Langchain ToolsIntegrationTests
- Implementation:Langfuse Langfuse API Dataset Items Schema
- Implementation:ArroyoSystems Arroyo Globalize Modal
- Implementation:Lance format Lance Java OverwriteOp
- Implementation:Hpcaitech ColossalAI Eval BaseDataset
- Implementation:Datajuicer Data juicer VideoDurationFilter
- Implementation:Mlflow Mlflow Walrus Operator Rule
Heuristics
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:Vibrantlabsai Ragas Reasoning Model Parameter Constraints
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:Avdvg InjectGuard Dataset Coverage Recall Bound
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
Environments
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:Lm sys FastChat SFT Training Environment
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:Apache Druid Integration Test Docker
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Mistralai Client python Agents Environment
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment