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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:Kubeflow Kubeflow Platform Deployment
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:Princeton nlp Tree of thought llm Adding new task
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Openai Openai python Image Generation
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
Principles
- Principle:Eric mitchell Direct preference optimization Model Loading
- Principle:Neuml Txtai Benchmark Evaluation
- Principle:Kserve Kserve Batch Inference
- Principle:Apache Spark Cluster Installation
- Principle:Langfuse Langfuse LLM Completion for Evaluation
- Principle:NVIDIA DALI Custom Operator Build System
- Principle:Pyro ppl Pyro Minimal PPL
- Principle:Eventual Inc Daft Query Plan Inspection
- Principle:Astronomer Astronomer cosmos Airflow Provider Integration
- Principle:Mistralai Client python Embedding Response Processing
Implementations
- Implementation:Facebookresearch Audiocraft MusicGen get pretrained
- Implementation:Spotify Luigi Parameter Types
- Implementation:Avhz RustQuant Linear Interpolation
- Implementation:Predibase Lorax SGMV Shrink Kernel
- Implementation:Facebookresearch Habitat lab AgentAccessMgr
- Implementation:Scikit learn contrib Imbalanced learn CondensedNearestNeighbour
- Implementation:Openai Openai node Node CJS Auto Lockfile
- Implementation:TobikoData Sqlmesh FilterableList
- Implementation:Google deepmind Dm control Trajectory
- Implementation:MarketSquare Robotframework browser Clock Grpc Handlers
Heuristics
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
- Heuristic:Datahub project Datahub Venv Copies Mode
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
- Heuristic:Farama Foundation Gymnasium Shared Memory Vector Env Optimization
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
Environments
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Sgl project Sglang Prometheus
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Ggml org Llama cpp Python Conversion Environment