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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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Browse by Category
| 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:CrewAIInc CrewAI Crew Training And Testing
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Apache Hudi Flink Schema Evolution
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:CarperAI Trlx PPO Sentiment Training
- Workflow:Marker Inc Korea AutoRAG Pipeline Deployment
- Workflow:Onnx Onnx Version Conversion
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Openai Openai python Image Generation
Principles
- Principle:Kserve Kserve GPU Cluster Preparation
- Principle:Huggingface Transformers Repository Consistency Checking
- Principle:Gretelai Gretel synthetics Conditional Data Sampling
- Principle:Mlflow Mlflow Container Orchestration
- Principle:Protectai Llm guard Language Consistency Checking
- Principle:MarketSquare Robotframework browser Keyword Method Implementation
- Principle:Iterative Dvc Execution Order Planning
- Principle:Alibaba MNN Source Model Preparation
- Principle:Datahub project Datahub Proto2DataHub Configuration
- Principle:Shiyu coder Kronos Prediction Visualization
Implementations
- Implementation:Microsoft Playwright Client Connection
- Implementation:Hiyouga LLaMA Factory Quantization
- Implementation:EvolvingLMMs Lab Lmms eval logging utils
- Implementation:Triton inference server Server GenQaIdentityModels
- Implementation:Tensorflow Tfjs ConvLSTM2D Layer
- Implementation:InternLM Lmdeploy Gemm MatrixPtr
- Implementation:Confident ai Deepeval DocumentChunker
- Implementation:ArroyoSystems Arroyo Kafka Sink
- Implementation:Online ml River Linear Model PA
- Implementation:Guardrails ai Guardrails Validator Chunking Function
Heuristics
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:DistrictDataLabs Yellowbrick NaN Data Handling
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
Environments
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Ray project Ray Java Build Environment
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:Snorkel team Snorkel PySpark
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Apache Paimon Python Core Runtime
- Environment:Apache Dolphinscheduler Java Runtime