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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:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Turboderp org Exllamav2 Bulk Dataset Inference
- Workflow:Nightwatchjs Nightwatch Cucumber BDD Integration
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:Huggingface Optimum Automatic Tensor Parallelization
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:Alibaba ROLL DPO Training Pipeline
- Workflow:Apache Kafka Topic Management
- Workflow:Cohere ai Cohere python Text Embedding
Principles
- Principle:Rapidsai Cuml Ranking Evaluation
- Principle:SqueezeAILab ETS Dependency Installation
- Principle:Langgenius Dify Workflow Execution Monitoring
- Principle:Huggingface Trl Reward Preference Dataset Loading
- Principle:Tencent Ncnn Foreign Model Conversion
- Principle:Pytorch Serve Accelerate Device Mapping
- Principle:Recommenders team Recommenders Data Loading MovieLens Pandas
- Principle:Pytorch Serve Speculative Decoding Inference
- Principle:Apache Kafka JIRA Issue Resolution
- Principle:Zai org CogVideo I2V Pipeline Loading
Implementations
- Implementation:ArroyoSystems Arroyo Kafka Source Tests
- Implementation:OpenHands OpenHands Integration Router Pattern
- Implementation:Langchain ai Langgraph UI Messages
- Implementation:Fastai Fastbook Export Load Learner
- Implementation:InternLM Lmdeploy BlockIterator
- Implementation:ArroyoSystems Arroyo Operator Trait
- Implementation:Lance format Lance Java FragmentMetadata
- Implementation:Princeton nlp SimPO Apply Chat Template
- Implementation:Explodinggradients Ragas RubricsScore Metric
- Implementation:Microsoft Autogen AssistantAgent Init Tools
Heuristics
- Heuristic:Fastai Fastbook Embedding Size Rule
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
- Heuristic:Haifengl Smile BFGS Convergence Tuning
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:Fede1024 Rust rdkafka Multi Version Dependency Hazard
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
Environments
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Huggingface Datatrove Python Runtime
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Interpretml Interpret Visualization Environment
- Environment:CARLA simulator Carla Python API Runtime
- Environment:DataTalksClub Data engineering zoomcamp PySpark Batch Environment
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Apache Spark Python Environment
- Environment:Unstructured IO Unstructured PDF Dependencies