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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:Googleapis Python genai Text Content Generation
- Workflow:Openai Evals Running an eval set
- Workflow:Mlc ai Web llm Web Worker Deployment
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:MarketSquare Robotframework browser JavaScript Extension
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:Recommenders team Recommenders News Recommendation NRMS
- Workflow:Eric mitchell Direct preference optimization DPO Preference Training
Principles
- Principle:Huggingface Datatrove Statistics Collection Framework
- Principle:Vibrantlabsai Ragas Evaluation Dataset Preparation
- Principle:Mlflow Mlflow Training Execution
- Principle:Predibase Lorax OpenAI Compatible Client
- Principle:VainF Torch Pruning Operation Type Classification
- Principle:Facebookresearch Audiocraft Temporal Conditioning Preparation
- Principle:Vllm project Vllm VLM Model Selection
- Principle:Ollama Ollama Hyperparameter Extraction
- Principle:ClickHouse ClickHouse Build Hygiene Tools
- Principle:FMInference FlexLLMGen Compression Aware Training Layers
Implementations
- Implementation:Anthropics Anthropic sdk python BetaToolComputerUse 20251124
- Implementation:AnswerDotAI RAGatouille RAGPretrainedModel Search Encoded Docs
- Implementation:Spcl Graph of thoughts DocMergePrompter
- Implementation:DevExpress Testcafe ApiBasedCompiler
- Implementation:Dotnet Machinelearning LdaHybridMap
- Implementation:Lance format Lance Java RestNamespace
- Implementation:Open compass VLMEvalKit SiliconFlowAPI
- Implementation:Microsoft Agent framework OpenAIResponsesClient Init
- Implementation:Alibaba ROLL DPO Get Encode Function
- Implementation:Run llama Llama index CrossEncoder Dataset Gen
Heuristics
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
- Heuristic:Cohere ai Cohere python Embed Auto Batching Strategy
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:DevExpress Testcafe Docker Chrome Tab Retry
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:Obss Sahi Confidence Threshold Setting
Environments
- Environment:Apache Druid Integration Test Docker
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:CarperAI Trlx NeMo Megatron
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:BerriAI Litellm PostgreSQL Database
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:Mistralai Client python Realtime Transcription Environment