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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:Gretelai Gretel synthetics DGAN Timeseries Generation
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:Predibase Lorax Server Deployment
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:Scikit learn Scikit learn Ensemble Model Building
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:Google deepmind Mujoco Interactive simulation
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Intel Ipex llm RAG With LangChain
Principles
- Principle:Lance format Lance Index Optimization
- Principle:Mlflow Mlflow GenAI Evaluation Execution
- Principle:AUTOMATIC1111 Stable diffusion webui Textual inversion training loop
- Principle:Huggingface Transformers Quantization Configuration
- Principle:Cypress io Cypress Component Result Review
- Principle:Heibaiying BigData Notes HBase Table Creation
- Principle:Apache Beam Pipeline Translation
- Principle:Microsoft Autogen Tool Event Processing
- Principle:Google deepmind Dm control Multi Agent Episode Loop
- Principle:PrefectHQ Prefect HTML Fetching
Implementations
- Implementation:Haosulab ManiSkill PullCubeTool
- Implementation:Openai Openai python Vector Store Model
- Implementation:Openai Openai agents python ShellTool Pattern
- Implementation:Open compass VLMEvalKit ImageYORNDataset
- Implementation:Lance format Lance BlobEncoding
- Implementation:Datajuicer Data juicer WordRepetitionFilter
- Implementation:Mlc ai Mlc llm Event Trace Recorder Header
- Implementation:Iterative Dvc DataResolver Resolve One
- Implementation:Openclaw Openclaw RunDaemonRestart
- Implementation:Kubeflow Pipelines MLMD Service Protobuf
Heuristics
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:Predibase Lorax Quantization Backend Selection
Environments
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Sgl project Sglang ROCm
- Environment:Mit han lab Llm awq Python Runtime Environment
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:HKUDS AI Trader API Credentials
- Environment:Langgenius Dify Python Backend Environment
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:CARLA simulator Carla Build From Source Requirements
- Environment:Unslothai Unsloth Python Transformers