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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:Apache Spark Kubernetes Deployment
- Workflow:Deepspeedai DeepSpeed AutoTP Training
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Princeton nlp SimPO SimPO Training
- Workflow:Microsoft Agent framework Basic Agent Creation
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:SqueezeAILab ETS Answer Evaluation Pipeline
Principles
- Principle:Kornia Kornia Descriptor Matching
- Principle:Huggingface Datasets WebDataset Building
- Principle:Microsoft Agent framework Edge Condition Pattern
- Principle:Cypress io Cypress Test Specification Authoring
- Principle:ClickHouse ClickHouse Optimized Memcpy
- Principle:PeterL1n BackgroundMattingV2 Homographic alignment
- Principle:Zai org CogVideo Optical Flow Estimation
- Principle:Eric mitchell Direct preference optimization Evaluation And Sampling
- Principle:Ggml org Llama cpp GrammarConstrained
- Principle:OpenHands OpenHands Compensating Transaction
Implementations
- Implementation:Interpretml Interpret GaussianDistribution
- Implementation:Ray project Ray Buildkite Core Pipeline
- Implementation:Facebookresearch Habitat lab HabitatGymWrapper
- Implementation:FlowiseAI Flowise ManageScrapedLinksDialog
- Implementation:Deepspeedai DeepSpeed DeepSpeedEngine Checkpoint
- Implementation:Kornia Kornia Focal Loss
- Implementation:Haifengl Smile Point Data Formatting
- Implementation:Fede1024 Rust rdkafka ClientContext Trait
- Implementation:Teamcapybara Capybara Node Matchers Assert Selector
- Implementation:NVIDIA TransformerEngine Ops Dropout
Heuristics
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:Bigscience workshop Petals Randomized Rebalancing Intervals
Environments
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Vllm project Vllm CPU Runtime