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1,118
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:Vibrantlabsai Ragas Agent Evaluation
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Kubeflow Kubeflow Release Management
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:MaterializeInc Materialize Release Process
- Workflow:Rapidsai Cuml GPU Clustering
Principles
- Principle:Huggingface Datasets Data Download and Preparation
- Principle:Confident ai Deepeval Golden Generation from Contexts
- Principle:Promptfoo Promptfoo Vulnerability Grading
- Principle:Rapidsai Cuml Pairwise Kernel Computation
- Principle:Spotify Luigi Hadoop Configuration
- Principle:Getgauge Taiko Request Handler Functions
- Principle:VainF Torch Pruning Magnitude Importance
- Principle:FlagOpen FlagEmbedding Multi Retrieval Training
- Principle:Spcl Graph of thoughts Thought Generation
- Principle:Microsoft Autogen Tool Augmented Agent
Implementations
- Implementation:NVIDIA NeMo Curator RayActorPoolAdapter
- Implementation:Kubeflow Pipelines GCP Workload Identity Setup
- Implementation:Openai Openai node APIPromise
- Implementation:Vibrantlabsai Ragas Text2SQL DB Utils
- Implementation:Tencent Ncnn Retinaface Example
- Implementation:Alibaba MNN RapidJSON Writer
- Implementation:Ollama Ollama KVCache Wrapper
- Implementation:Explodinggradients Ragas BaseRagasEmbedding Class
- Implementation:Turboderp org Exllamav2 Sampling H
- Implementation:Romsto Speculative Decoding Speculative Generate Encoder Decoder
Heuristics
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Openai Openai node RunTools Loop Limit
- Heuristic:Avdvg InjectGuard Dataset Coverage Recall Bound
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:Haifengl Smile Platform Native Library Selection
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:Mistralai Client python Retry Backoff Strategy
Environments
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Openai CLIP Python Dependencies
- Environment:Vllm project Vllm Python Dependencies
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment