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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:Microsoft Onnxruntime Train Convert Predict
- Workflow:Langchain ai Langchain Chat Model Invocation
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Infiniflow Ragflow Document Processing Pipeline
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Turboderp org Exllamav2 Bulk Dataset Inference
- Workflow:Onnx Onnx Model Validation
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
Principles
- Principle:OpenHands OpenHands Compensating Transaction
- Principle:Apache Spark Container Image Build
- Principle:Webdriverio Webdriverio Performance Reporting
- Principle:Nightwatchjs Nightwatch Extension Path Configuration
- Principle:Neuml Txtai Production Deployment
- Principle:Apache Airflow Operator Sensor Development
- Principle:MaterializeInc Materialize Version Resolution
- Principle:Ggml org Llama cpp KV Cache Management
- Principle:Mlc ai Mlc llm OpenAI API Integration
- Principle:Facebookresearch Audiocraft Training Environment Configuration
Implementations
- Implementation:Speechbrain Speechbrain Train CommonVoice Transducer
- Implementation:Microsoft Onnxruntime CUDA FlattenAndUnpad
- Implementation:Turboderp org Exllamav2 ExLlamaV2RMSNorm
- Implementation:NVIDIA TransformerEngine JAX Triton Permutation
- Implementation:Mlc ai Mlc llm Microserving Endpoints
- Implementation:EvolvingLMMs Lab Lmms eval MMSearch Plus Decrypt Utils
- Implementation:Open compass VLMEvalKit Register Dataset
- Implementation:Kornia Kornia Load Image
- Implementation:Langchain ai Langgraph Storm Example
- Implementation:Hpcaitech ColossalAI Trainer PerformanceEvaluator
Heuristics
- Heuristic:Princeton nlp SimPO Dropout Disabling
- Heuristic:Groq Groq python Error Handling Hierarchy
- Heuristic:PrefectHQ Prefect Concurrency Limit Scoping
- Heuristic:Marker Inc Korea AutoRAG One Dataset Per Project Directory
- Heuristic:Wandb Weave Batch Processing Tuning
- Heuristic:EvolvingLMMs Lab Lmms eval Bootstrap Iteration Optimization
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:Huggingface Diffusers LoRA Safe Fusing
- Heuristic:Apache Airflow DAG Complexity Reduction
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
Environments
- Environment:Sgl project Sglang GitHub Actions
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:HKUDS AI Trader API Credentials
- Environment:Cleanlab Cleanlab Python Core Environment
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Interpretml Interpret Visualization Environment