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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:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Apache Kafka Release Candidate Staging
- Workflow:Mlc ai Mlc llm Mobile Deployment
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Huggingface Optimum Automatic Tensor Parallelization
- Workflow:Bentoml BentoML Model Store Management
- Workflow:Deepset ai Haystack Document Indexing Pipeline
- Workflow:Guardrails ai Guardrails Structured Data Generation
Principles
- Principle:NVIDIA NeMo Aligner REINFORCE Actor Setup
- Principle:Apache Spark K8s Prerequisites Verification
- Principle:Pyro ppl Pyro Sparse Deep Exponential Family
- Principle:Iterative Dvc Experiment Workspace Preparation
- Principle:Google deepmind Mujoco Composite Rigid Body
- Principle:OWASP Www project top 10 for large language model applications Application Architecture Review
- Principle:FlagOpen FlagEmbedding Retrieval Augmented Evaluation
- Principle:Pyro ppl Pyro Stein Variational Inference
- Principle:Nautechsystems Nautilus trader PyO3 Stub Generation
- Principle:Cleanlab Cleanlab Token Issue Display
Implementations
- Implementation:Helicone Helicone Stats Page
- Implementation:Treeverse LakeFS Java SDK Model UserList
- Implementation:Scikit learn Scikit learn MockingUtils
- Implementation:Online ml River Metrics MacroAverage
- Implementation:OWASP Www project top 10 for large language model applications ScannerOrchestrator Run Scans
- Implementation:Avhz RustQuant ExchangeRate
- Implementation:Evidentlyai Evidently SDK Models
- Implementation:Mlc ai Mlc llm OpenAIProtocol Kotlin
- Implementation:OpenHands OpenHands RadioGroup
- Implementation:FlagOpen FlagEmbedding MLVU Summary Data
Heuristics
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:Sktime Pytorch forecasting Learning Rate Scheduling
- Heuristic:TobikoData Sqlmesh Fork Worker Tuning
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:NVIDIA DALI Last Batch Policy Selection
- Heuristic:Pytorch Serve Ampere Tensor Core Optimization
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
Environments
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Apache Spark Python Environment
- Environment:Huggingface Open r1 CUDA Environment
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:Kserve Kserve VLLM Runtime
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Apache Kafka Committer Tools Environment
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Recommenders team Recommenders Spark Environment
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies