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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:Lucidrains X transformers DPO Preference Alignment
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Sail sg LongSpec Long Context Evaluation
- Workflow:VainF Torch Pruning CNN Pruning
- Workflow:Apache Paimon Table Read Write
- Workflow:MaterializeInc Materialize Integration Test Development
- Workflow:Groq Groq python Audio Transcription
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:VainF Torch Pruning Sparse Training Pruning
Principles
- Principle:Huggingface Trl DPO Evaluation and Saving
- Principle:Kserve Kserve Disaggregated Deployment
- Principle:Pola rs Polars Streaming Query Building
- Principle:Huggingface Datasets Data Verification
- Principle:TobikoData Sqlmesh Audit Execution
- Principle:Webdriverio Webdriverio WebDriver Bidi Protocol
- Principle:OWASP Www project top 10 for large language model applications Translation Publication
- Principle:Nightwatchjs Nightwatch Multi Page Composition
- Principle:Kubeflow Kubeflow Build Pipeline
- Principle:Ggml org Llama cpp Tool Calling
Implementations
- Implementation:Alibaba ROLL ModelFactory
- Implementation:Vespa engine Vespa Application ABI Spec
- Implementation:DevExpress Testcafe NativeAutomation RequestHookEventProvider
- Implementation:FlagOpen FlagEmbedding MiniCPM Reranker Merge
- Implementation:Scikit learn contrib Imbalanced learn make index balanced accuracy
- Implementation:Evidentlyai Evidently Legacy Data Quality Calculations
- Implementation:FlowiseAI Flowise LoginActivity
- Implementation:Langgenius Dify FetchIndexingStatus
- Implementation:MarketSquare Robotframework browser Wait For Navigation
- Implementation:Deepspeedai DeepSpeed Initialize For RM
Heuristics
- Heuristic:Apache Druid Sampler Limitations And Workarounds
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Datahub project Datahub Gradle Task Only
- Heuristic:Cypress io Cypress V8 Snapshot Memory
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:Cleanlab Cleanlab Multiprocessing Platform Strategy
Environments
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Unslothai Unsloth Python Transformers
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Triton inference server Server Docker Container Build
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:DataTalksClub Data engineering zoomcamp PySpark Batch Environment
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:Mistralai Client python GCP Deployment Environment