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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:ClickHouse ClickHouse Building From Source
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Ray project Ray Remote Task Execution
- Workflow:ClickHouse ClickHouse Server Deployment
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:Obss Sahi Sliced Inference Pipeline
- Workflow:Googleapis Python genai Model Fine Tuning
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
Principles
- Principle:Eventual Inc Daft SQL Query Execution
- Principle:DataTalksClub Data engineering zoomcamp Dlt Resource Definition
- Principle:FlagOpen FlagEmbedding Code Embedding Data Generation
- Principle:FlowiseAI Flowise Authentication
- Principle:Webdriverio Webdriverio UtilityPattern
- Principle:DistrictDataLabs Yellowbrick Visualizer API Pattern
- Principle:Apache Kafka SVN Artifact Staging
- Principle:Cohere ai Cohere python Batch Embedding Jobs
- Principle:Elevenlabs Elevenlabs python Text to Speech Conversion
- Principle:TobikoData Sqlmesh Environment Listing And Inspection
Implementations
- Implementation:Treeverse LakeFS ImportStatus
- Implementation:Explodinggradients Ragas MetricValidators Module
- Implementation:ArroyoSystems Arroyo Tls Config
- Implementation:Apache Airflow OtelTrace
- Implementation:Trailofbits Fickling AnalysisResults Severity
- Implementation:Infiniflow Ragflow PackageLock Dependencies
- Implementation:OpenHands OpenHands GithubManager Send Message
- Implementation:Open compass VLMEvalKit MIABench
- Implementation:Deepspeedai DeepSpeed Evoformer MMA Pipelined
- Implementation:Sgl project Sglang Scalar Type Python
Heuristics
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:LaurentMazare Tch rs Safetensors Format Preference
- Heuristic:Avhz RustQuant Discretization Scheme Selection
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:Marker Inc Korea AutoRAG OpenAI Rate Limit Mitigation
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:LMCache LMCache Health Monitor Thresholds
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
Environments
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Iterative Dvc Remote Storage Backends
- Environment:Openai Whisper Numba
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:TobikoData Sqlmesh Dbt Compatibility