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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:Langfuse Langfuse Prompt management lifecycle
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
- Workflow:Intel Ipex llm DPO Finetuning
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Microsoft Onnxruntime Train Convert Predict
- Workflow:Lance format Lance Table Optimization
- Workflow:Microsoft Agent framework Multi Agent Concurrent Orchestration
- Workflow:Lance format Lance Full Text Search
- Workflow:Apache Shardingsphere Metadata DDL Refresh
Principles
- Principle:Wandb Weave Prompt Definition
- Principle:MaterializeInc Materialize Dbt Profile Configuration
- Principle:Vllm project Vllm Server Metrics Monitoring
- Principle:Kserve Kserve OpenAI Compatible Inference
- Principle:Kserve Kserve Gateway Inference Extension
- Principle:Hpcaitech ColossalAI Distributed Environment Initialization
- Principle:Nightwatchjs Nightwatch Page Commands
- Principle:Scikit learn Scikit learn Column Selection
- Principle:Lm sys FastChat LoRA Adapter Saving
- Principle:Webdriverio Webdriverio Appium Service Lifecycle
Implementations
- Implementation:Openai Openai agents python RunState Approve Reject
- Implementation:Apache Flink AsyncDynamicTableSinkBuilder
- Implementation:Ggml org Llama cpp Draft Model Init
- Implementation:Speechbrain Speechbrain Train LMAC
- Implementation:Huggingface Datasets Sharding Utils
- Implementation:Cohere ai Cohere python ModelsClient
- Implementation:FlowiseAI Flowise FollowUpPrompts
- Implementation:Langchain ai Langgraph UI Messages
- Implementation:Openai Whisper Set Alignment Heads
- Implementation:Triton inference server Server Ensemble Test Validation
Heuristics
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:Datahub project Datahub Spark Databricks Coalescing
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:Norrrrrrr lyn WAInjectBench NaN Inf Fallback FP32 Recovery
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:Rapidsai Cuml Quantile Split Differences
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:ArroyoSystems Arroyo Async UDF Concurrency
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
Environments
- Environment:Arize ai Phoenix Python Runtime
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies