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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:Webdriverio Webdriverio Standalone Browser Automation
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:Apache Dolphinscheduler Datasource Plugin Development
- Workflow:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
- Workflow:AUTOMATIC1111 Stable diffusion webui Text to image generation
- Workflow:Turboderp org Exllamav2 Interactive Chat
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:Onnx Onnx Version Conversion
Principles
- Principle:PrefectHQ Prefect Frontend Application Configuration
- Principle:Iterative Dvc Artifact Metadata
- Principle:Lance format Lance Schema Definition And Dataset Creation
- Principle:Deepspeedai DeepSpeed Tensor Parallel Training
- Principle:Tensorflow Tfjs Layer Freezing
- Principle:Dagster io Dagster External Compute Orchestration
- Principle:Ray project Ray Actor Instance Creation
- Principle:Bentoml BentoML Deployment Configuration
- Principle:Apache Dolphinscheduler Workflow Instance Recovery
- Principle:Cleanlab Cleanlab Multilabel Dataset Health Analysis
Implementations
- Implementation:Huggingface Datatrove WarcReader
- Implementation:Microsoft Playwright Server BrowserType
- Implementation:Scikit learn Scikit learn NumpyDocScrape
- Implementation:Datajuicer Data juicer ExpandMacroMapper
- Implementation:ArroyoSystems Arroyo Plan Rewriter
- Implementation:Getgauge Taiko Range Element
- Implementation:SeleniumHQ Selenium HasCapabilities
- Implementation:Scikit learn contrib Imbalanced learn RUSBoostClassifier
- Implementation:Run llama Llama index Command Line Mappings
- Implementation:Apache Flink SplitFetcher
Heuristics
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:Openai Evals Thread Tuning
Environments
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Cypress io Cypress Linux Display Server
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention
- Environment:Tensorflow Tfjs Python Converter
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment