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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:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:Apache Spark Application Submission
- Workflow:OpenRLHF OpenRLHF Iterative DPO
- Workflow:Wandb Weave Prompt Management
- Workflow:Onnx Onnx Model Composition
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:Anthropics Anthropic sdk python Tool Use Integration
Principles
- Principle:Openclaw Openclaw Reply Delivery
- Principle:Fastai Fastbook Collab DataLoaders
- Principle:Langgenius Dify Volume Initialization
- Principle:Puppeteer Puppeteer Request Handling
- Principle:Vllm project Vllm Output Processing
- Principle:Haosulab ManiSkill Robot Agent Definition
- Principle:Openai Openai agents python Execution Resumption
- Principle:Deepset ai Haystack Retrieval Recall Evaluation
- Principle:Neuml Txtai Distributed Search
- Principle:Microsoft Autogen Tool Augmented Agent
Implementations
- Implementation:FlowiseAI Flowise InviteUsersDialog
- Implementation:Microsoft Onnxruntime CPU ActivationsGrad
- Implementation:Mlc ai Mlc llm Fuse Add Norm
- Implementation:Neuml Txtai Graph Query
- Implementation:FlowiseAI Flowise RunAgain
- Implementation:Spcl Graph of thoughts Run Benchmark
- Implementation:Neuml Txtai Application Init
- Implementation:Tensorflow Serving Server Request Interface
- Implementation:AUTOMATIC1111 Stable diffusion webui Settings JS
- Implementation:SeleniumHQ Selenium Closure AbstractDragDrop
Heuristics
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:Apache Beam Watermark Update Throttling
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:NVIDIA DALI Thread Affinity Optimization
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
- Heuristic:Dagster io Dagster Lazy Import Pattern
- Heuristic:Haosulab ManiSkill Initial Pose Performance
Environments
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Sgl project Sglang Multimodal
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:Apache Airflow Database Backend Environment
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Volcengine Verl Ray Distributed Environment