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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:Apache Dolphinscheduler Datasource Connection Management
- Workflow:Apache Shardingsphere Cluster Mode Initialization
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:Huggingface Datasets Hub Publishing
- Workflow:Obss Sahi COCO Evaluation
- Workflow:Axolotl ai cloud Axolotl Full Finetuning Distributed
- Workflow:Dagster io Dagster ETL Pipeline
- Workflow:Deepspeedai DeepSpeed Pipeline Parallel Training
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
Principles
- Principle:BerriAI Litellm Message Redaction
- Principle:MaterializeInc Materialize Docker Image Building
- Principle:Microsoft Semantic kernel AI Service Registration
- Principle:Elevenlabs Elevenlabs python Client Initialization
- Principle:Sdv dev SDV Single Table Model Fitting
- Principle:Huggingface Datatrove CSV Data Reading
- Principle:Spotify Luigi Distributed Processing
- Principle:AUTOMATIC1111 Stable diffusion webui Canvas UI Interaction
- Principle:Microsoft Semantic kernel Prompt Templating
- Principle:Nautechsystems Nautilus trader Rust Workspace Organization
Implementations
- Implementation:CARLA simulator Carla Python Sensor Bindings
- Implementation:Guardrails ai Guardrails CLI Watch
- Implementation:Webdriverio Webdriverio XPath Predicate
- Implementation:Huggingface Transformers Notification Service
- Implementation:PrefectHQ Prefect Prefect Yaml Schema
- Implementation:Infiniflow Ragflow Rag Tokenizer Tokenize
- Implementation:Predibase Lorax Flash NeoX Modeling
- Implementation:Huggingface Datatrove FtfyFormatter
- Implementation:Open compass VLMEvalKit Aria
- Implementation:Google deepmind Mujoco MJX Constraint
Heuristics
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
Environments
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:DataTalksClub Data engineering zoomcamp PySpark Batch Environment
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Vllm project Vllm Intel XPU
- Environment:Predibase Lorax Python Server Dependencies
- Environment:Openai Evals Python Runtime
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Mit han lab Llm awq CUDA Build Environment