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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:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Protectai Llm guard Scanner Benchmarking
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Pyro ppl Pyro SVI Training
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:Google deepmind Mujoco Simulation benchmarking
Principles
- Principle:Apache Beam Worker Initialization
- Principle:NVIDIA DALI GridMask Augmentation
- Principle:Ollama Ollama Llama Cpp Integration
- Principle:Langgenius Dify Knowledge Base Verification
- Principle:Mistralai Client python SDK Installation
- Principle:NVIDIA TransformerEngine Gemma Weight Loading
- Principle:Nautechsystems Nautilus trader Python Package Configuration
- Principle:EvolvingLMMs Lab Lmms eval Task Utility Functions
- Principle:Protectai Llm guard Observability Instrumentation
- Principle:Mlc ai Web llm Tool Execution Loop
Implementations
- Implementation:Zai org CogVideo DDIM Export Latents To Video
- Implementation:Haosulab ManiSkill KitchenObjects
- Implementation:BerriAI Litellm Lazy Imports Registry
- Implementation:Datahub project Datahub RddPathUtils
- Implementation:Online ml River Reco Baseline
- Implementation:Apache Beam Pipeline Create
- Implementation:Pyro ppl Pyro TruncatedPolyaGamma
- Implementation:Huggingface Transformers Trainer Train For PEFT
- Implementation:Mlflow Mlflow Register Prompt
- Implementation:TobikoData Sqlmesh Model Environment
Heuristics
- Heuristic:DevExpress Testcafe Window Resize Correction
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:Lance format Lance Fragment Sizing Strategy
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
Environments
- Environment:Predibase Lorax Python Server Dependencies
- Environment:Predibase Lorax Docker Container Runtime
- Environment:NVIDIA TransformerEngine Python PyTorch Requirements
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Unstructured IO Unstructured All Docs
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU