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1,118
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:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:Vespa engine Vespa Config subscription lifecycle
- Workflow:Unslothai Unsloth QLoRA SFT Finetuning
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:InternLM Lmdeploy LLM API Server Deployment
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Datahub project Datahub Metadata Actions Pipeline
Principles
- Principle:Google deepmind Mujoco CPU Model Loading
- Principle:Huggingface Datatrove Inference Progress Monitoring
- Principle:Treeverse LakeFS Commit
- Principle:Heibaiying BigData Notes Spark Data Writing
- Principle:Huggingface Trl SFT Trainer Initialization
- Principle:Online ml River Anomaly Detection Base Interface
- Principle:Microsoft Playwright Create Test with Agent Fixture
- Principle:Interpretml Interpret Interaction Detection
- Principle:Pyro ppl Pyro Observation Conditioning
- Principle:Facebookresearch Audiocraft Exported Model Validation
Implementations
- Implementation:Open compass VLMEvalKit ChartMimic Chart Type And Color
- Implementation:Microsoft Playwright BidiPage
- Implementation:Teamcapybara Capybara Queries TextQuery
- Implementation:Shiyu coder Kronos QlibBacktest Usage
- Implementation:Treeverse LakeFS Java SDK Model ImportLocation
- Implementation:Online ml River Stats Quantile
- Implementation:Langchain ai Langchain VectorStoreIntegrationTests
- Implementation:NVIDIA TransformerEngine JAX XLA Activation
- Implementation:Tensorflow Tfjs EinsumDense Test
- Implementation:Pyro ppl Pyro MiniPyro
Heuristics
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:Treeverse LakeFS S3 Multipart Size Constraint
- Heuristic:Zai org CogVideo LoRA Configuration Tips
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:Microsoft Semantic kernel Custom HttpClient Retry Policy
- Heuristic:Farama Foundation Gymnasium Shared Memory Vector Env Optimization
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
Environments
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Neuml Txtai Python Core Environment
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:Kubeflow Kubeflow Git GitHub Environment