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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:Mistralai Client python Azure Chat Completion
- Workflow:NVIDIA DALI Custom Operator Development
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Pola rs Polars SQL Query Interface
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:Heibaiying BigData Notes Spark SQL Data Analysis
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
Principles
- Principle:Tensorflow Serving Servable Caching
- Principle:PrefectHQ Prefect Flow Orchestration
- Principle:Ray project Ray Docker Image Building
- Principle:Openai Openai agents python Prompt Templates
- Principle:Ray project Ray Cross Language Serialization
- Principle:OpenRLHF OpenRLHF Knowledge Distillation Training
- Principle:Protectai Llm guard Topic Filtering
- Principle:Deepset ai Haystack Semantic Answer Similarity Evaluation
- Principle:Diagram of thought Diagram of thought Trace Report Generation
- Principle:Astronomer Astronomer cosmos TaskGroup Rendering
Implementations
- Implementation:Speechbrain Speechbrain Train SLURP NLU
- Implementation:Norrrrrrr lyn WAInjectBench try wrap lora
- Implementation:Trailofbits Fickling AnalysisResults To Dict
- Implementation:Recommenders team Recommenders LightGBM Utils
- Implementation:Mage ai Mage ai Stripe Invoice Line Items Schema
- Implementation:Kubeflow Pipelines Get Proxy URL
- Implementation:FlagOpen FlagEmbedding BGE Coder CoIR Eval
- Implementation:Lance format Lance Compression Traits
- Implementation:Microsoft DeepSpeedExamples Launch Scripts SuperOffload
- Implementation:Vllm project Vllm CPU Pos Encoding
Heuristics
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:Langchain ai Langchain Retry Scope Best Practice
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:MaterializeInc Materialize CI Retry Strategies
Environments
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:LMCache LMCache Python Runtime
- Environment:Lance format Lance Rust Toolchain
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Ggml org Ggml Vulkan GPU Environment