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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:Microsoft Onnxruntime Distributed Model Training
- Workflow:Bitsandbytes foundation Bitsandbytes 4bit QLoRA Inference
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
- Workflow:Datahub project Datahub CLI Metadata Ingestion
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:Kserve Kserve Deploying InferenceService
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
Principles
- Principle:Pola rs Polars Expression Pipeline Building
- Principle:Treeverse LakeFS S3 Commit Management
- Principle:Kubeflow Kubeflow Register Model
- Principle:Microsoft Onnxruntime TensorBoard Monitoring
- Principle:MaterializeInc Materialize Release Commit and Tagging
- Principle:Puppeteer Puppeteer JavaScript Object Handling
- Principle:Fastai Fastbook Backpropagation
- Principle:Nightwatchjs Nightwatch Page Commands
- Principle:DataTalksClub Data engineering zoomcamp Loading Path Selection
- Principle:Apache Airflow Trigger Handling
Implementations
- Implementation:Eventual Inc Daft Regexp Extract
- Implementation:NVIDIA DALI EfficientNet Backbone
- Implementation:Bitsandbytes foundation Bitsandbytes HPU Dequantize 4bit
- Implementation:Ucbepic Docetl Directive Registry
- Implementation:Bentoml BentoML CLI Env Manager
- Implementation:Norrrrrrr lyn WAInjectBench torch save Checkpoint
- Implementation:Sktime Pytorch forecasting TimeSeriesDataSet Init
- Implementation:Kserve Kserve InferenceService Full CRD
- Implementation:Pyro ppl Pyro ImproperUniform
- Implementation:Apache Beam PortableRunner Run
Heuristics
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:Princeton nlp SimPO Hyperparameter Tuning
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
Environments
- Environment:Openai Openai node Node 20 Runtime
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Apache Druid Integration Test Docker
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:DevExpress Testcafe Node Runtime
- Environment:Huggingface Open r1 vLLM Server
- Environment:Kserve Kserve Gateway API
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Vllm project Vllm GitHub