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1,118
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:Mistralai Client python GCP Chat Completion
- Workflow:Huggingface Transformers 3D Parallel Distributed Training
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:Ucbepic Docetl Long Document Chunking
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
- Workflow:Danijar Dreamerv3 Distributed Parallel Training
- Workflow:Microsoft Playwright Browser automation CLI
- Workflow:Teamcapybara Capybara Element Finding And Interaction
Principles
- Principle:Huggingface Datasets PDF Feature Handling
- Principle:Langgenius Dify Documentation
- Principle:Heibaiying BigData Notes MapReduce Combiner
- Principle:Microsoft BIPIA Response Generation
- Principle:Evidentlyai Evidently Snapshot Export
- Principle:Treeverse LakeFS Imported Data Verification
- Principle:Promptfoo Promptfoo Interactive Project Setup
- Principle:Farama Foundation Gymnasium Environment Validation
- Principle:FlagOpen FlagEmbedding Long Video Understanding Evaluation
- Principle:TobikoData Sqlmesh Web UI
Implementations
- Implementation:Isaac sim IsaacGymEnvs PBT Process Backend
- Implementation:Microsoft Playwright Client WebSocket
- Implementation:Deepseek ai Janus Image Post Processing Flow
- Implementation:Ray project Ray ConcurrencyGroupBuilder
- Implementation:Getgauge Taiko DollarWrapper
- Implementation:Unstructured IO Unstructured Memray Partition
- Implementation:Teamcapybara Capybara Selector CSS
- Implementation:Onnx Onnx Backend Base
- Implementation:Confident ai Deepeval TraceManager Configure
- Implementation:Kserve Kserve LLM Decode Worker DP Config
Heuristics
- Heuristic:Kserve Kserve Autoscaler Concurrency Target
- Heuristic:Tencent Ncnn Letterbox Vs Direct Resize
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Openai Openai agents python MCP Server Lifecycle Management
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:Langgenius Dify Env Sync Upgrade Strategy
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
Environments
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies