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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:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Romsto Speculative Decoding Interactive CLI Comparison
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:TobikoData Sqlmesh Incremental model development
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:Trailofbits Fickling Safe ML Model Loading
Principles
- Principle:Isaac sim IsaacGymEnvs Randomization State Initialization
- Principle:Protectai Llm guard Token Limit Enforcement
- Principle:Mistralai Client python Embedding Generation
- Principle:Confident ai Deepeval Automated Changelog Generation
- Principle:Ray project Ray Actor Instance Creation
- Principle:Iterative Dvc Artifact Metadata
- Principle:AnswerDotAI RAGatouille In Memory Search
- Principle:Langgenius Dify Chunking Strategy
- Principle:Recommenders team Recommenders News Recommendation Evaluation
- Principle:Microsoft Semantic kernel Data Ingestion
Implementations
- Implementation:SeleniumHQ Selenium ChromeDriver Constructor For CDP
- Implementation:FMInference FlexLLMGen DeepSpeed Runtime Constants
- Implementation:Pyro ppl Pyro TruncatedPolyaGamma
- Implementation:Kornia Kornia Confusion Matrix
- Implementation:Microsoft Autogen ChatAgentContainer
- Implementation:Openai Openai python Response Text Done Event
- Implementation:Puppeteer Puppeteer Target
- Implementation:OWASP Www project top 10 for large language model applications VulnerabilityEntry Parse Sections
- Implementation:HKUDS AI Trader Load Config
- Implementation:FlagOpen FlagEmbedding RetroMAE EnhancedDecoder
Heuristics
- Heuristic:Roboflow Rf detr EMA Best Checkpoint Strategy
- Heuristic:Openai Whisper KV Cache Optimization
- Heuristic:Ray project Ray NaN Score Filtering In PBT
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
- Heuristic:Ollama Ollama Sampling Numerical Stability
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
Environments
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Ollama Ollama CGo Runtime
- Environment:Kserve Kserve VLLM Runtime
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:VainF Torch Pruning PyTorch Python Core