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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:Langchain ai Langchain Tool Calling Structured Output
- Workflow:Triton inference server Server Custom Container Build
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Sktime Pytorch forecasting DeepAR Probabilistic Forecasting
- Workflow:Iterative Dvc Plot Visualization
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
Principles
- Principle:Online ml River Estimator Validation Framework
- Principle:Apache Beam Windmill Connection Setup
- Principle:Openai Openai agents python Stream Event Consumption
- Principle:MaterializeInc Materialize Source and Model Definition
- Principle:Sgl project Sglang Generation Program Execution
- Principle:AnswerDotAI RAGatouille Index Loading
- Principle:Microsoft Semantic kernel Prompt Templating
- Principle:ARISE Initiative Robosuite Trajectory Interpolation
- Principle:Ggml org Llama cpp LoggingInfrastructure
- Principle:Elevenlabs Elevenlabs python Audio Interface
Implementations
- Implementation:Alibaba MNN Protobuf Any PB H
- Implementation:Triton inference server Server Launch Triton Server Script
- Implementation:Infiniflow Ragflow Admin UserForm Component
- Implementation:Eventual Inc Daft Daft Cls
- Implementation:Scikit learn contrib Imbalanced learn sensitivity specificity support
- Implementation:Tensorflow Serving FillPredictRequestFromJson
- Implementation:NVIDIA TransformerEngine GEMM Config
- Implementation:Langgenius Dify ModifyDocMetadata
- Implementation:Mlflow Mlflow Trace Decorator
- Implementation:Getgauge Taiko ElementWrapper
Heuristics
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:Datahub project Datahub Gradle Task Only
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
- Heuristic:Spotify Luigi Parameter Propagation Decorators
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
Environments
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Huggingface Diffusers Attention Backends
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment