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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:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:Huggingface Open r1 SFT Distillation
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Tensorflow Tfjs Pretrained Model Conversion And Inference
- Workflow:Openai Evals Running a single eval
- Workflow:Kornia Kornia Image Stitching Panorama
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:Apache Spark Kubernetes Deployment
- Workflow:Google deepmind Dm control Control Suite RL Training
- Workflow:Mlflow Mlflow Experiment Tracking
Principles
- Principle:Unslothai Unsloth GRPO Reinforcement Learning
- Principle:Mage ai Mage ai Source Configuration
- Principle:ClickHouse ClickHouse Math Compatibility Functions
- Principle:Mlflow Mlflow CI Test Matrix Generation
- Principle:Allenai Open instruct Sequence Packing
- Principle:Cypress io Cypress Browser Test Execution
- Principle:Google deepmind Dm control Robot Configuration
- Principle:Haifengl Smile Point Data Preparation
- Principle:LaurentMazare Tch rs Transposed Convolution
- Principle:Astronomer Astronomer cosmos Telemetry And Observability
Implementations
- Implementation:Predibase Lorax MPT Modeling
- Implementation:PacktPublishing LLM Engineers Handbook NoSQLBaseDocument Save
- Implementation:Run llama Llama index MultiModalEmbedding
- Implementation:Zai org CogVideo UNetModel
- Implementation:Spotify Luigi HdfsTarget
- Implementation:Google deepmind Dm control GLFW GUI
- Implementation:CrewAIInc CrewAI RAG PostgreSQL Loader
- Implementation:Heibaiying BigData Notes HBaseUtils Delete Operations
- Implementation:Sktime Pytorch forecasting TslibBaseModel
- Implementation:TobikoData Sqlmesh CICD Update Pr Environment
Heuristics
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
- Heuristic:Confident ai Deepeval Secret Management Best Practices
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:Dotnet Machinelearning FastTree Default Hyperparameters
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:Arize ai Phoenix Adaptive Rate Limiting
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
Environments
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:HKUDS AI Trader API Credentials
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Huggingface Transformers PEFT Adapter Env