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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:Pyro ppl Pyro SVI Training
- Workflow:Microsoft Autogen Studio Team Deployment
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:Apache Flink File Source Pipeline
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:Alibaba MNN Stable Diffusion Deployment
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:MaterializeInc Materialize dbt Integration
Principles
- Principle:Ollama Ollama Response Streaming
- Principle:Langfuse Langfuse Export Completion Notification
- Principle:Scikit learn Scikit learn Robust Regression
- Principle:Kubeflow Kubeflow Post Release Communication
- Principle:Intel Ipex llm DPO Training
- Principle:Pyro ppl Pyro Probabilistic Modeling
- Principle:Alibaba ROLL Agentic Validation
- Principle:Protectai Llm guard Scanner Configuration Schema
- Principle:Huggingface Transformers Quantized Inference
- Principle:EvolvingLMMs Lab Lmms eval Metric Aggregation
Implementations
- Implementation:ArroyoSystems Arroyo Validate Query
- Implementation:Webdriverio Webdriverio FirefoxProfile Types
- Implementation:Datahub project Datahub DataHubClientV2 Close
- Implementation:Apache Dolphinscheduler IWorkflowControlClient Trigger
- Implementation:DevExpress Testcafe CreateTestCafe Factory
- Implementation:Bentoml BentoML Configuration Containers
- Implementation:ARISE Initiative Robosuite FourierHands
- Implementation:Open compass VLMEvalKit ReasonMap Plus
- Implementation:Triton inference server Server HTTP Generate Endpoint
- Implementation:Teamcapybara Capybara Queries TextQuery
Heuristics
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:Treeverse LakeFS S3 Multipart Size Constraint
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:TA Lib Ta lib python Unstable Period Configuration
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
- Heuristic:Alibaba ROLL Dynamic Batching Token Limits
Environments
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:Intel Ipex llm Windows Environment
- Environment:BerriAI Litellm PostgreSQL Database
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Vllm project Vllm ROCm
- Environment:Kserve Kserve Knative Serving