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1,118
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:Sktime Pytorch forecasting TFT Hyperparameter Optimization
- Workflow:Huggingface Datasets Dataset Preprocessing
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Langfuse Langfuse Batch export pipeline
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:MaterializeInc Materialize Release Process
- Workflow:Guardrails ai Guardrails Streaming Validation
- Workflow:Microsoft Playwright Codegen test recording
Principles
- Principle:Tensorflow Tfjs Layer API Surface
- Principle:AUTOMATIC1111 Stable diffusion webui Hypernetwork training configuration
- Principle:Huggingface Datasets JSON Dataset Building
- Principle:Eventual Inc Daft Pandas Export
- Principle:Ggml org Llama cpp Importance Matrix Generation
- Principle:Gretelai Gretel synthetics LSTM Model Building
- Principle:Mistralai Client python Finetuning Job Creation
- Principle:Cleanlab Cleanlab Regression Label Quality Scoring
- Principle:Langchain ai Langgraph Pregel Execution Algorithm
- Principle:Sktime Pytorch forecasting MLP Decoder
Implementations
- Implementation:Datajuicer Data juicer BaseFormatter
- Implementation:Kserve Kserve InferenceServiceReconciler
- Implementation:MarketSquare Robotframework browser Selector Finder
- Implementation:Interpretml Interpret To Jsonable
- Implementation:BerriAI Litellm Enterprise Custom Guardrail
- Implementation:LMCache LMCache Bloom Filter
- Implementation:Ggml org Ggml Stb image
- Implementation:Infiniflow Ragflow AgentTemplates Page
- Implementation:Pytorch Serve DeepSpeed MII Handler
- Implementation:Open compass VLMEvalKit ShortQA Utils
Heuristics
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:Webdriverio Webdriverio Mobile Platform Differences
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:Iterative Dvc Run Cache Restoration Strategy
- Heuristic:Microsoft Onnxruntime Convergence Debugging Tips
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
Environments
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:Sgl project Sglang Web
- Environment:Langgenius Dify Vector Database Environment
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:Deepspeedai DeepSpeed CPU Environment
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:FMInference FlexLLMGen NVMe Disk