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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:Togethercomputer Together python Image Generation
- Workflow:Wandb Weave LLM Integration Tracing
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:Promptfoo Promptfoo Custom Provider Integration
- Workflow:Iterative Dvc Data Tracking
- Workflow:BerriAI Litellm SDK Completion
- Workflow:Huggingface Transformers PEFT Adapter Integration
Principles
- Principle:Shiyu coder Kronos Candlestick Data Preparation
- Principle:Huggingface Datasets Distributed Dataset Splitting
- Principle:AUTOMATIC1111 Stable diffusion webui Webui Global State Management
- Principle:Duckdb Duckdb Build Verification
- Principle:Dagster io Dagster Resource Management
- Principle:LMCache LMCache RoPE Position Recovery
- Principle:Online ml River Cluster Evolution Monitoring
- Principle:Unslothai Unsloth Chat Template Configuration
- Principle:Huggingface Datasets Image Feature Handling
- Principle:Nautechsystems Nautilus trader Strategy Lifecycle
Implementations
- Implementation:Ollama Ollama Routes Aliases
- Implementation:Microsoft Semantic kernel Orchestration Patterns
- Implementation:LMCache LMCache Disagg Prerequisite Checks
- Implementation:Anthropics Anthropic sdk python BetaFunctionTool Call
- Implementation:Langchain ai Langchain XAI Model Profiles
- Implementation:Datahub project Datahub HasTags Mixin
- Implementation:CrewAIInc CrewAI Website Search Tool
- Implementation:InternLM Lmdeploy AttentionMainloopSm70
- Implementation:Webdriverio Webdriverio CrashReporter Class
- Implementation:Apache Shardingsphere ClusterMetaDataManagerPersistService AlterRuleConfiguration
Heuristics
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:Obss Sahi Confidence Threshold Setting
- Heuristic:Dotnet Machinelearning Text File Sampling Strategy
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:OpenRLHF OpenRLHF Adam Offload Memory Tip
- Heuristic:Snorkel team Snorkel DataParallel Default Behavior
- Heuristic:Vllm project Vllm Attention Backend Selection
Environments
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Cypress io Cypress Browser Requirements
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Sgl project Sglang ROCm
- Environment:Huggingface Datatrove Python Runtime