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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:Avhz RustQuant Analytic Option Pricing
- Workflow:Protectai Llm guard LLM Input Output Scanning
- Workflow:OpenBMB UltraFeedback Completion Generation
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:Alibaba MNN Stable Diffusion Deployment
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:Wandb Weave Tracing Setup
- Workflow:Onnx Onnx Model Creation
Principles
- Principle:OpenHands OpenHands Webhook Acknowledgment
- Principle:Haifengl Smile File Data Loading
- Principle:Openai Openai python File Upload
- Principle:Recommenders team Recommenders Spark Session Management
- Principle:FlagOpen FlagEmbedding Knowledge Distillation Scoring
- Principle:Microsoft Semantic kernel Event Routing
- Principle:DataTalksClub Data engineering zoomcamp Dynamic URL Generation
- Principle:Apache Hudi Compaction Commit
- Principle:Onnx Onnx Graph Assembly
- Principle:Google deepmind Mujoco Inverse Dynamics
Implementations
- Implementation:Scikit learn Scikit learn KFold Init
- Implementation:Microsoft DeepSpeedExamples Fast Torch Serialization
- Implementation:Hpcaitech ColossalAI ChineseTextSplitter
- Implementation:Microsoft Autogen SequentialRoutedAgent
- Implementation:TobikoData Sqlmesh ModalConfirmation
- Implementation:Webdriverio Webdriverio CommandFactory
- Implementation:Microsoft Onnxruntime Numpy Input Construction
- Implementation:Datajuicer Data juicer NLTK Utils
- Implementation:Pyro ppl Pyro ImproperUniform
- Implementation:Mlc ai Mlc llm Event Trace Recorder
Heuristics
- Heuristic:Apache Spark Serialization Optimization
- Heuristic:Apache Kafka Log4j Migration Compatibility
- Heuristic:Mage ai Mage ai Record Deduplication Before Batch Export
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:Huggingface Datatrove FineWeb Filter Pipeline Order
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
Environments
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:VainF Torch Pruning CUDA GPU Benchmarking
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Datajuicer Data juicer GPU CUDA Environment