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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:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:Tencent Ncnn Image Classification Inference
- Workflow:Fastai Fastbook Tabular Modeling
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
Principles
- Principle:Treeverse LakeFS WebUI Dependency Management
- Principle:Apache Beam Windmill Connection Setup
- Principle:Apache Airflow Monitoring Operations
- Principle:Duckdb Duckdb Package Validation
- Principle:Alibaba MNN LLM Source Acquisition
- Principle:Mlc ai Web llm Engine Creation
- Principle:PeterL1n BackgroundMattingV2 Dataset path configuration
- Principle:Dotnet Machinelearning Hybrid Dense Sparse Storage
- Principle:Huggingface Trl SFT Model Saving
- Principle:LaurentMazare Tch rs Character Level Language Modeling
Implementations
- Implementation:Risingwavelabs Risingwave ElasticBulkProcessorAdapter
- Implementation:Teamcapybara Capybara Node Actions Fill In
- Implementation:Ollama Ollama Llama Context Header
- Implementation:Explodinggradients Ragas KnowledgeGraph Enrichment Methods
- Implementation:Nightwatchjs Nightwatch Browser Command API
- Implementation:InternLM Lmdeploy Pipeline Factory AWQ
- Implementation:PrefectHQ Prefect Save CSV Task
- Implementation:Google deepmind Dm control Labmaze Textures
- Implementation:Scikit learn Scikit learn MetaEstimatorUtils
- Implementation:Vllm project Vllm AIter Ops
Heuristics
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Kserve Kserve Autoscaler Concurrency Target
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Marker Inc Korea AutoRAG GPU Memory Cleanup Pattern
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:Sktime Pytorch forecasting Batch Size Selection
- Heuristic:PrefectHQ Prefect Concurrency Limit Scoping
- Heuristic:Apache Spark Hardware Provisioning Tips
Environments
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Explodinggradients Ragas LLM Provider Environment