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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:Trailofbits Fickling PyTorch Payload Injection
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:MaterializeInc Materialize dbt Integration
- Workflow:Apache Kafka Release Candidate Staging
- Workflow:Apache Kafka Docker Image Release
- Workflow:Gretelai Gretel synthetics DataFrame Batch Synthesis
- Workflow:Unslothai Unsloth Model Export And Deployment
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:MarketSquare Robotframework browser JavaScript Extension
Principles
- Principle:Teamcapybara Capybara RSpec Integration
- Principle:Wandb Weave Containerized Dev Setup
- Principle:Microsoft Autogen State Persistence
- Principle:Scikit learn Scikit learn Grid Search
- Principle:Rapidsai Cuml Model Explainability
- Principle:Huggingface Transformers CI Notification And Reporting
- Principle:ARISE Initiative Robomimic Configuration Generation
- Principle:Openai Whisper Evaluation Benchmarking
- Principle:SeleniumHQ Selenium Git Branching Strategy
- Principle:Microsoft DeepSpeedExamples RLHF Data Preparation
Implementations
- Implementation:Bentoml BentoML Public API Module
- Implementation:Facebookresearch Habitat lab RunningMeanAndVar
- Implementation:Online ml River Datasets AirlinePassengers
- Implementation:Triton inference server Server CommonUtils
- Implementation:Onnx Onnx Shape Inference Infer Shapes
- Implementation:InternLM Lmdeploy AttentionTemplate
- Implementation:Microsoft Autogen Studio Auth Middleware
- Implementation:Vllm project Vllm SM100 MLA Device
- Implementation:Open compass VLMEvalKit Infer Data Job Video
- Implementation:Protectai Llm guard Input BanCode
Heuristics
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:Bigscience workshop Petals KV Cache Sizing For Attention Types
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:Kornia Kornia Gradient Detach Stability
- Heuristic:Mistralai Client python Stream File Uploads
Environments
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Vespa engine Vespa Java 17 Build Runtime
- Environment:FlowiseAI Flowise Database Environment
- Environment:Datahub project Datahub Frontend Build
- Environment:Huggingface Diffusers Training Environment