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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:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Huggingface Transformers Pipeline Inference
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Apache Kafka Broker Startup
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Kubeflow Kubeflow Platform Deployment
- Workflow:Microsoft Playwright Trace recording and debugging
- Workflow:Avhz RustQuant Monte Carlo Option Pricing
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
Principles
- Principle:Alibaba ROLL DPO Worker Initialization
- Principle:Google deepmind Mujoco Resource Provider
- Principle:Apache Hudi Docker Prerequisites Check
- Principle:Haosulab ManiSkill Registration Pattern
- Principle:Ollama Ollama Model Loading And GPU Scheduling
- Principle:PrefectHQ Prefect Dbt Project Setup
- Principle:ClickHouse ClickHouse Fast Integer Formatting
- Principle:Tencent Ncnn Dependency Free Build
- Principle:Ggml org Llama cpp Speculative Decoding
- Principle:Datajuicer Data juicer LLM Content Generation
Implementations
- Implementation:FlowiseAI Flowise SafeHTML
- Implementation:Alibaba MNN Protobuf Repeated Ptr Field H
- Implementation:Roboflow Rf detr Roboflow SDK Auth
- Implementation:Avhz RustQuant Heston Backend
- Implementation:Microsoft Autogen Docs Build Workflow
- Implementation:Teamcapybara Capybara Spec Node
- Implementation:Triton inference server Server MultiServerTest
- Implementation:Openai Openai python Custom Tool Param
- Implementation:OpenGVLab InternVL VQA Inference
- Implementation:DistrictDataLabs Yellowbrick ContribEstimatorWrapper
Heuristics
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
- Heuristic:Tencent Ncnn Letterbox Vs Direct Resize
- Heuristic:Arize ai Phoenix Adaptive Rate Limiting
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:Truera Trulens Trace Compression Token Limits
Environments
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Obss Sahi Python Pycocotools
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:DevExpress Testcafe Node Runtime
- Environment:Ray project Ray Docker GPU Environment
- Environment:Huggingface Datatrove Processing Dependencies