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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:Langgenius Dify Plugin Management
- Workflow:Haifengl Smile Nearest Neighbor Search
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Confident ai Deepeval End to End LLM Evaluation
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Intel Ipex llm vLLM Serving
Principles
- Principle:Langgenius Dify Model Configuration
- Principle:OpenRLHF OpenRLHF KTO Training
- Principle:Cleanlab Cleanlab Datalab Regression Label Issue Detection
- Principle:Spcl Graph of thoughts Graph of Operations Construction
- Principle:Microsoft BIPIA Prompt Construction With Defense
- Principle:Iterative Dvc Artifact Resolution
- Principle:Promptfoo Promptfoo Build And Packaging
- Principle:Nightwatchjs Nightwatch Element And Section Mapping
- Principle:Iamhankai Forest of Thought Forest of Thought Orchestration
- Principle:Treeverse LakeFS Hook Triggered Commit
Implementations
- Implementation:AUTOMATIC1111 Stable diffusion webui Model Loader
- Implementation:Neuml Txtai SQLite ANN
- Implementation:Pytorch Serve GptHandler
- Implementation:Microsoft Playwright WkProvisionalPage
- Implementation:Microsoft LoRA Style Doc
- Implementation:Rapidsai Cuml Breast Cancer Dataset
- Implementation:PacktPublishing LLM Engineers Handbook SFTTrainer Train
- Implementation:Nautechsystems Nautilus trader TradingNode Add Client Factory
- Implementation:MaterializeInc Materialize Util Module
- Implementation:PacktPublishing LLM Engineers Handbook HuggingFaceProcessor Run
Heuristics
- Heuristic:Sgl project Sglang Attention Backend Selection
- Heuristic:Datahub project Datahub Validation Cross API
- Heuristic:Astronomer Astronomer cosmos Cache Strategy Optimization
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Huggingface Optimum Dummy Input Shape Defaults
- Heuristic:Openai CLIP Class Name Curation
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:Zai org CogVideo Data Preparation Best Practices
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
Environments
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Allenai Open instruct Beaker Cluster
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Openai Whisper FFmpeg
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Iterative Dvc Git SCM Environment
- Environment:Vespa engine Vespa FNET Transport Config