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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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|---|---|---|
| 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 Scikit learn Supervised Classification
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:Testtimescaling Testtimescaling github io Adding a New Paper
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Google deepmind Mujoco Interactive simulation
- Workflow:PrefectHQ Prefect Dbt Model Orchestration
- Workflow:Tencent Ncnn Post Training Quantization
Principles
- Principle:Promptfoo Promptfoo Documentation Site
- Principle:Pyro ppl Pyro SMC Filtering Pattern
- Principle:Eventual Inc Daft Catalog Registration
- Principle:Protectai Llm guard Vault State Management
- Principle:Alibaba MNN Compression Tool Setup
- Principle:Intel Ipex llm DPO Training
- Principle:Googleapis Python genai Chat Session Creation
- Principle:Sdv dev SDV Constraint Integration
- Principle:CarperAI Trlx Q Value Guided Generation
- Principle:Langgenius Dify Environment Configuration
Implementations
- Implementation:Infiniflow Ragflow Admin ServiceDetail Component
- Implementation:Online ml River Stats Entropy
- Implementation:Openai Openai python Web Search Preview Tool
- Implementation:Explodinggradients Ragas MultiTurnSample Class
- Implementation:Truera Trulens MkDocs Config
- Implementation:Microsoft Onnxruntime SequenceInfo
- Implementation:Avhz RustQuant Interpolator Trait
- Implementation:Allenai Open instruct SimplePreferenceCollator
- Implementation:Mlc ai Mlc llm MiniCPM Loader
- Implementation:Explodinggradients Ragas LlamaIndex Integration
Heuristics
- Heuristic:Huggingface Trl Disable Dropout For RL Training
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
- Heuristic:Iamhankai Forest of Thought Early Stop Majority Vote
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:Dagster io Dagster Retry Strategy Configuration
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Getgauge Taiko Browser Launch Flags
Environments
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Ollama Ollama GPU Runtime
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:NVIDIA DALI TensorFlow Environment