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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:Rapidsai Cuml GPU Clustering
- Workflow:Volcengine Verl Multi Turn Tool Use Training
- Workflow:Microsoft Onnxruntime Distributed Model Training
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:Arize ai Phoenix Prompt Management Pipeline
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Haifengl Smile SQL Analytics Pipeline
Principles
- Principle:Online ml River Multi Armed Bandit Policies
- Principle:Apache Hudi Demo Environment Cleanup
- Principle:Microsoft Playwright Create Test with Agent Fixture
- Principle:Getgauge Taiko REPL Initialization
- Principle:AUTOMATIC1111 Stable diffusion webui Responsive Layout
- Principle:Intel Ipex llm Training With HF Trainer LoRA
- Principle:Hpcaitech ColossalAI Preference Data Preparation
- Principle:Tencent Ncnn Pixel Geometry Transform
- Principle:OpenHands OpenHands Sandbox File Operations
- Principle:Triton inference server Server Inference Correctness Testing
Implementations
- Implementation:LMCache LMCache SageMaker HyperPod Connector
- Implementation:Ggml org Ggml Webgpu wgsl preprocessor
- Implementation:Openai Openai agents python Runner Resume Pattern
- Implementation:Hiyouga LLaMA Factory Alpaca En Demo Data
- Implementation:Ggml org Ggml Ggml gallocr alloc graph
- Implementation:Sgl project Sglang Generation Output Dict
- Implementation:Infiniflow Ragflow Admin ServiceStatus Page
- Implementation:Evidentlyai Evidently Legacy Generate Column Metrics
- Implementation:Neuml Txtai ToolFactory Create
- Implementation:Webdriverio Webdriverio Utils
Heuristics
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:Langchain ai Langchain Retry Scope Best Practice
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:SeleniumHQ Selenium Bazel Hermetic Build Requirement
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:Scikit learn Scikit learn N Jobs Parallelism Tips
- Heuristic:Huggingface Datatrove FineWeb Filter Pipeline Order
- Heuristic:Axolotl ai cloud Axolotl FSDP Configuration Guide
Environments
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:Tensorflow Serving GPU CUDA Environment
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment
- Environment:TobikoData Sqlmesh Python Runtime