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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:HKUDS AI Trader Multi Agent Comparison
- Workflow:OpenBMB UltraFeedback Completion Generation
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Onnx Onnx Model Validation
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Langgenius Dify Plugin Management
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:Fede1024 Rust rdkafka Produce Consume Roundtrip
- Workflow:Unstructured IO Unstructured Performance Profiling
Principles
- Principle:Datajuicer Data juicer Custom Operator Configuration
- Principle:Arize ai Phoenix Prompt Version Tagging
- Principle:Speechbrain Speechbrain Audio Interpretability
- Principle:Apache Druid Datasource Introspection
- Principle:Unstructured IO Unstructured Memory Profiling
- Principle:Apache Kafka JIRA Reference Standardization
- Principle:Guardrails ai Guardrails DataGeneration
- Principle:Iamhankai Forest of Thought LLM as Judge
- Principle:Zai org CogVideo Parallel Video Generation
- Principle:Lm sys FastChat DeepSpeed LoRA Training
Implementations
- Implementation:Triton inference server Server QaUtilSh
- Implementation:SeleniumHQ Selenium Closure Log
- Implementation:Deepspeedai DeepSpeed Evoformer Kernel Forward
- Implementation:Pyro ppl Pyro Poutine Handlers
- Implementation:Openai Evals TogetherSolver
- Implementation:ClickHouse ClickHouse Poco NetworkInterface Impl
- Implementation:Facebookresearch Audiocraft MusicGen prepare tokens and attributes
- Implementation:Pyro ppl Pyro NanMaskedDistributions
- Implementation:FlowiseAI Flowise AgentExecutionsView
- Implementation:Ggml org Ggml Mnist model build
Heuristics
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:AUTOMATIC1111 Stable diffusion webui UNet Performance Patches
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Sktime Pytorch forecasting Batch Size Selection
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
Environments
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Vllm project Vllm CUDA
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Sgl project Sglang Grafana
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Iamhankai Forest of Thought Python CUDA Runtime