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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:Microsoft Playwright End to end test authoring
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Microsoft Playwright Browser automation CLI
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Openai Openai python Chat Completion
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:Anthropics Anthropic sdk python Basic Message Conversation
- Workflow:Hpcaitech ColossalAI Model Evaluation
Principles
- Principle:TobikoData Sqlmesh Development Environment Creation
- Principle:FlowiseAI Flowise Chat Prediction
- Principle:Anthropics Anthropic sdk python API Request Execution
- Principle:Apache Dolphinscheduler Cluster Health Monitoring
- Principle:Cleanlab Cleanlab Datalab Initialization
- Principle:Microsoft Playwright Create Test with Agent Fixture
- Principle:Avhz RustQuant Foreign Exchange
- Principle:Interpretml Interpret Score Tensor Harmonization
- Principle:Teamcapybara Capybara Path Assertion
- Principle:NVIDIA NeMo Curator KMeans Clustering for Embeddings
Implementations
- Implementation:Puppeteer Puppeteer Frame Goto
- Implementation:Lance format Lance LanceCrateRoot
- Implementation:FlowiseAI Flowise CredentialsView
- Implementation:Huggingface Trl PPOTrainer Save Generate
- Implementation:Langgenius Dify UseAppFavicon
- Implementation:Guardrails ai Guardrails Register Validator
- Implementation:SeleniumHQ Selenium Closure Testing StackTrace
- Implementation:Webdriverio Webdriverio XPath PageSource
- Implementation:Sgl project Sglang Marlin GEMM Template
- Implementation:CARLA simulator Carla WalkerControl
Heuristics
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:ARISE Initiative Robosuite Observation Key Selection
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Test Train Option Consistency
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
Environments
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:Apache Flink Java Build Environment
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Wandb Weave Python SDK Runtime
- Environment:Open compass VLMEvalKit Python Runtime Environment
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Sgl project Sglang CUDA SM100
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference