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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:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:Cleanlab Cleanlab Token Classification Label Quality
- Workflow:FlagOpen FlagEmbedding Reranker Inference
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:TobikoData Sqlmesh Dbt project migration
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Axolotl ai cloud Axolotl DPO Preference Alignment
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
Principles
- Principle:Confident ai Deepeval Dataset Publishing
- Principle:Kserve Kserve Authentication Integration
- Principle:Apache Shardingsphere DDL Metadata Reload
- Principle:FMInference FlexLLMGen NVMe Disk Setup
- Principle:Sgl project Sglang Schema Constrained Decoding
- Principle:Puppeteer Puppeteer Element Interaction
- Principle:Duckdb Duckdb Source Package Building
- Principle:Wandb Weave Distribution Build
- Principle:Infiniflow Ragflow Search Application Creation
- Principle:Treeverse LakeFS GC Metadata Preparation
Implementations
- Implementation:Treeverse LakeFS Java SDK Model AccessKeyCredentials
- Implementation:Langchain ai Langgraph Pregel Runner
- Implementation:InternLM Lmdeploy Core ArrayOps
- Implementation:TobikoData Sqlmesh NodePorts
- Implementation:AUTOMATIC1111 Stable diffusion webui Philox RNG
- Implementation:SeleniumHQ Selenium Closure Testing Mock
- Implementation:Mlc ai Mlc llm Config Base
- Implementation:Avhz RustQuant ArithmeticBrownianMotion
- Implementation:Open compass VLMEvalKit Yi VL
- Implementation:Google deepmind Mujoco Thread Pool Header
Heuristics
- Heuristic:Farama Foundation Gymnasium Action Space Normalization Tip
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Image Size Multiple of Four
- Heuristic:Spcl Graph of thoughts GoT Decompose Sort Merge Strategy
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:Run llama Llama index Embedding Batch Size Tuning
- Heuristic:ARISE Initiative Robomimic Data Worker Tuning By Modality
- Heuristic:Apache Paimon Vector Index Configuration Tips
Environments
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:NVIDIA TransformerEngine Python PyTorch Requirements
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Eventual Inc Daft Ray Distributed Runner