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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:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:Sktime Pytorch forecasting DeepAR Probabilistic Forecasting
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Openclaw Openclaw Docker Deployment
- Workflow:Apache Beam Portable Pipeline Submission
Principles
- Principle:Alibaba ROLL MCoreAdapter Distributed Initialization
- Principle:DataTalksClub Data engineering zoomcamp Dbt Staging Layer
- Principle:Tensorflow Serving Static Path Source
- Principle:Langgenius Dify Plugin Lifecycle Management
- Principle:Mlflow Mlflow Local Model Serving
- Principle:Huggingface Transformers Commit Bisection Debugging
- Principle:NVIDIA NeMo Curator Image Export
- Principle:Openai Openai python API Error Handling
- Principle:Webdriverio Webdriverio UtilityPattern
- Principle:Mistralai Client python Finetuning Job Control
Implementations
- Implementation:Lm sys FastChat Train Yuan2
- Implementation:Kubeflow Kubeflow Kubectl Kustomize Version Check
- Implementation:Vibrantlabsai Ragas Tokenizers
- Implementation:ARISE Initiative Robosuite LeggedManipulatorModel
- Implementation:Datahub project Datahub RequiresMutable
- Implementation:Online ml River Optim Adam
- Implementation:Microsoft Autogen Studio Auth Routes
- Implementation:Microsoft DeepSpeedExamples Stable Diffusion Pipeline
- Implementation:Kornia Kornia RANSAC
- Implementation:Vllm project Vllm Broadcast Load Epilogue Array C3X
Heuristics
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:Apache Druid Sampler Limitations And Workarounds
- Heuristic:Openai Openai node Warning Deprecated Assistants API
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Farama Foundation Gymnasium Shared Memory Vector Env Optimization
- Heuristic:Lance format Lance BM25 FTS Configuration
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
Environments
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Kserve Kserve GPU Accelerator
- Environment:Openai Openai node WebSocket Dependency
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Iterative Dvc Git SCM Environment
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:Sgl project Sglang GitHub Actions
- Environment:Huggingface Datasets Search Dependencies
- Environment:Dagster io Dagster PostgreSQL Storage