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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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|---|---|---|
| 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:OpenBMB UltraFeedback Dataset Construction
- Workflow:Lance format Lance Table Optimization
- Workflow:Princeton nlp SimPO On Policy Data Generation
- Workflow:Huggingface Datasets Hub Publishing
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Kornia Kornia Differentiable Image Augmentation
- Workflow:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
Principles
- Principle:Webdriverio Webdriverio AsyncIterationPattern
- Principle:Explodinggradients Ragas Multi Turn Evaluation Schema
- Principle:Interpretml Interpret Classification Performance Curves
- Principle:Apache Beam Execution Monitoring
- Principle:Apache Hudi Demo Environment Cleanup
- Principle:Pyro ppl Pyro Combinatorial Distributions
- Principle:MarketSquare Robotframework browser Installation Verification
- Principle:PacktPublishing LLM Engineers Handbook Post Training Inference Validation
- Principle:Mit han lab Llm awq Fused Normalization
- Principle:Lance format Lance Row Level Updates
Implementations
- Implementation:Openai Openai python File Search Tool Model
- Implementation:Apache Shardingsphere ClusterPersistRepository Init
- Implementation:Apache Shardingsphere ShadowRule Constructor
- Implementation:Hpcaitech ColossalAI Train RM Script
- Implementation:Speechbrain Speechbrain Compute WER Tool
- Implementation:HKUDS AI Trader Agent Ainvoke
- Implementation:Iterative Dvc Utils Strictyaml
- Implementation:Ucbepic Docetl DSLRunner Load Run Save
- Implementation:ClickHouse ClickHouse Clickhouse Local Query
- Implementation:Facebookresearch Habitat lab HabitatGymWrapper
Heuristics
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Deepseek ai Janus CFG Weight Tuning
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Fastai Fastbook Discriminative Learning Rates
- Heuristic:CarperAI Trlx Reward Model Layer Freezing
- Heuristic:Mlc ai Web llm Penalty Parameter Defaults
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:Sdv dev SDV Version Compatibility
Environments
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:Unstructured IO Unstructured All Docs