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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:Haifengl Smile Nearest Neighbor Search
- Workflow:Online ml River Time Series Forecasting
- Workflow:Sgl project Sglang Online Serving With OpenAI API
- Workflow:Huggingface Transformers Pipeline Inference
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:SeleniumHQ Selenium Page Object Pattern Testing
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Langgenius Dify App Creation and Configuration
Principles
- Principle:OpenRLHF OpenRLHF PPO Policy Loss
- Principle:Microsoft Agent framework Workflow Result Processing
- Principle:Openai Openai python Fine Tuning Job Monitoring
- Principle:Apache Druid Spec Management Troubleshooting
- Principle:Mage ai Mage ai Destination Configuration
- Principle:Huggingface Datasets Hub Upload Verification
- Principle:Princeton nlp Tree of thought llm Result Validation
- Principle:Microsoft Semantic kernel Process Control Flow
- Principle:Langgenius Dify Dataset Creation
- Principle:Datahub project Datahub Actions Deployment
Implementations
- Implementation:Open compass VLMEvalKit CCOCR Doc Parsing Evaluator
- Implementation:Bentoml BentoML BuildKit Backend
- Implementation:Google deepmind Mujoco User Composite
- Implementation:Predibase Lorax Strategy Registry
- Implementation:Langgenius Dify Component Analyzer
- Implementation:Online ml River Ensemble EWARegressor
- Implementation:Huggingface Datatrove TypesHelper
- Implementation:Infiniflow Ragflow Api Constants
- Implementation:Apache Kafka Git Push Remote
- Implementation:Apache Beam JobServicePipelineResult
Heuristics
- Heuristic:Ggml org Llama cpp Thread Count Tuning
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Zai org CogVideo LoRA Configuration Tips
- Heuristic:CarperAI Trlx Delta Rewards
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix CuDNN Benchmark Scale Width
Environments
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Vllm project Vllm Python
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:Apache Hudi Java Maven Build Environment
- Environment:VainF Torch Pruning CUDA GPU Benchmarking
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Shiyu coder Kronos HuggingFace Hub Access