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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:Roboflow Rf detr Object Detection Inference
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Vibrantlabsai Ragas Custom Metric Creation
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:SeldonIO Seldon core Model Explainability
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
Principles
- Principle:Datahub project Datahub Entity Construction
- Principle:CarperAI Trlx Online RL Training
- Principle:Openai CLIP Contrastive Similarity Prediction
- Principle:Huggingface Datasets Dataset Filtering
- Principle:Tencent Ncnn Autoregressive Sequence Decoding
- Principle:CARLA simulator Carla PID Vehicle Control
- Principle:Openai Openai python Response Processing
- Principle:Apache Hudi Demo Environment Cleanup
- Principle:CrewAIInc CrewAI Training Execution
- Principle:Zai org CogVideo VAE Encode Decode
Implementations
- Implementation:Avhz RustQuant Exotic Option Constructors
- Implementation:Neuml Txtai Baseball Example
- Implementation:Mlc ai Mlc llm CLI Main
- Implementation:Puppeteer Puppeteer Docusaurus Config
- Implementation:Apache Druid Licenses Registry
- Implementation:Apache Shardingsphere TableRowDataPersistService Persist
- Implementation:EvolvingLMMs Lab Lmms eval LLM Judge Factory
- Implementation:Googleapis Python genai Tokens Converters
- Implementation:Openai CLIP Zeroshot Classifier
- Implementation:Online ml River Stats Quantile
Heuristics
- Heuristic:Dagster io Dagster Retry Strategy Configuration
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:Datahub project Datahub Venv Copies Mode
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:Langchain ai Langchain Warning Deprecated AnthropicLLM
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:Roboflow Rf detr Layer Wise LR Decay
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
Environments
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Vllm project Vllm Python Dependencies