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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:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:Duckdb Duckdb Benchmark Execution
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:LLMBook zh LLMBook zh github io Inference and Quantization
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:Neuml Txtai Semantic Search
Principles
- Principle:AnswerDotAI RAGatouille Semantic Search
- Principle:OpenBMB UltraFeedback Score Validation and Correction
- Principle:Mlc ai Web llm Chrome Extension Manifest
- Principle:Tensorflow Serving Executor Abstraction
- Principle:EvolvingLMMs Lab Lmms eval MCP Tool Calling
- Principle:Huggingface Datasets Hub Config Verification
- Principle:Mlflow Mlflow Prompt Alias Management
- Principle:Cohere ai Cohere python Bedrock Client Initialization
- Principle:Sdv dev SDV Constraint Validation
- Principle:Promptfoo Promptfoo Interactive Project Setup
Implementations
- Implementation:Haosulab ManiSkill GoogleRobot
- Implementation:Eventual Inc Daft DataFrame Select
- Implementation:Open compass VLMEvalKit MEGABench Evaluator
- Implementation:Predibase Lorax NeoX Modeling
- Implementation:ClickHouse ClickHouse Defines
- Implementation:Guardrails ai Guardrails ValidatorServiceBase
- Implementation:LaurentMazare Tch rs Sparse Adam
- Implementation:Microsoft DeepSpeedExamples BingBert Tokenization
- Implementation:Openclaw Openclaw HealthCommand And ProbeGateway
- Implementation:Ggml org Llama cpp CLIP Model
Heuristics
- Heuristic:Zai org CogVideo Decord Import Order Bug
- Heuristic:Langgenius Dify Extension Initialization Order
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
- Heuristic:Astronomer Astronomer cosmos Memory Optimised Imports
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:Explodinggradients Ragas Retry And Backoff Configuration
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:Microsoft Agent framework Typed Agent Options Pattern
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
Environments
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Haifengl Smile Java 25 Runtime
- Environment:OpenGVLab InternVL PEFT LoRA