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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:Vibrantlabsai Ragas Prompt Optimization
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Huggingface Trl Direct Preference Optimization
- Workflow:Tencent Ncnn PyTorch Model Conversion and Inference
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Mlc ai Mlc llm Mobile Deployment
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Getgauge Taiko Form Interaction Testing
Principles
- Principle:Tencent Ncnn Calibration Dataset Preparation
- Principle:Risingwavelabs Risingwave Iceberg Table Maintenance
- Principle:Junyanz Pytorch CycleGAN and pix2pix Pretrained Model Download
- Principle:Huggingface Datasets Environment Reporting
- Principle:Elevenlabs Elevenlabs python Realtime Speech to Text
- Principle:Online ml River Built In Datasets
- Principle:OpenGVLab InternVL Distributed Evaluation
- Principle:Mlc ai Mlc llm Mobile Build Environment
- Principle:Run llama Llama index Evaluation Result Analysis
- Principle:Protectai Llm guard API Application Factory
Implementations
- Implementation:ThreeSR Awesome Inference Time Scaling Format Paper Info Function
- Implementation:AUTOMATIC1111 Stable diffusion webui PersonalizedBase for hypernetwork
- Implementation:Microsoft Autogen WebSocketManager Stream
- Implementation:Infiniflow Ragflow UseChangeDocumentParser Hook
- Implementation:Mlc ai Mlc llm Gemma2 Model
- Implementation:Teamcapybara Capybara Session Visit
- Implementation:Google deepmind Dm control MJCF Observable
- Implementation:Apache Paimon Schema From Pyarrow
- Implementation:Microsoft LoRA WebNLG Test Dataset
- Implementation:Langfuse Langfuse SendBatchExportSuccessEmail
Heuristics
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:Truera Trulens Feedback Score Thresholds
- Heuristic:Deepseek ai Janus CFG Weight Tuning
- Heuristic:Risingwavelabs Risingwave Stream Chunk Sizing
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
- Heuristic:Getgauge Taiko Browser Launch Flags
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:Langchain ai Langchain Deprecation Version Tracking
Environments
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Helicone Helicone Wrangler CLI
- Environment:Vllm project Vllm Intel XPU
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Bentoml BentoML Triton Inference Server
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials