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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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|---|---|---|
| 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:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Fede1024 Rust rdkafka Produce Consume Roundtrip
- Workflow:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:Astronomer Astronomer cosmos TaskGroup dbt integration
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:Huggingface Datatrove Dataset Tokenization
Principles
- Principle:Huggingface Open r1 Configuration Parsing
- Principle:Unstructured IO Unstructured Ingest Processing Configuration
- Principle:Datahub project Datahub Recipe Configuration
- Principle:Dagster io Dagster Time Based Partitioning
- Principle:ARISE Initiative Robosuite Environment Factory
- Principle:Apache Shardingsphere Cluster Repository Initialization
- Principle:Langchain ai Langchain Tool Execution
- Principle:Huggingface Transformers Model Loading For Training
- Principle:LaurentMazare Tch rs Trainable JIT Loading
- Principle:Tencent Ncnn Pixel Geometry Transform
Implementations
- Implementation:EvolvingLMMs Lab Lmms eval Cli Evaluate Model Test
- Implementation:Microsoft Playwright WkProvisionalPage
- Implementation:Openai Openai node ChatCompletionRunner
- Implementation:Marker Inc Korea AutoRAG Runner Init
- Implementation:Openclaw Openclaw DoctorCommand
- Implementation:Kserve Kserve Revision Status Propagation
- Implementation:Tensorflow Serving Basic Manager Test
- Implementation:Avhz RustQuant BlackScholes73 Model
- Implementation:ClickHouse ClickHouse MemcmpSmall
- Implementation:SeleniumHQ Selenium Closure Dom Safe
Heuristics
- Heuristic:Fede1024 Rust rdkafka Multi Version Dependency Hazard
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:Openai Evals Model Graded Eval Design
- Heuristic:Apache Dolphinscheduler Datasource Cache Expiry
- Heuristic:Huggingface Datasets Batch Size Optimization
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
Environments
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:CARLA simulator Carla Build From Source Requirements
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment