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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:PeterL1n BackgroundMattingV2 Realtime webcam matting
- Workflow:Togethercomputer Together python Chat Completion
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Alibaba ROLL Knowledge Distillation Pipeline
- Workflow:Nightwatchjs Nightwatch Cucumber BDD Integration
- Workflow:Openai Evals Building a custom eval
- Workflow:Triton inference server Server Ensemble Model Pipeline
- Workflow:Speechbrain Speechbrain Speaker Embedding Training
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
Principles
- Principle:Allenai Open instruct Reference Logprob Caching
- Principle:Helicone Helicone Request Routing and Validation
- Principle:SeleniumHQ Selenium Grid Bootstrap Process
- Principle:Fede1024 Rust rdkafka Async Message Production
- Principle:Evidentlyai Evidently Monitoring UI Launch
- Principle:HKUDS AI Trader Frontend Configuration Loading
- Principle:Risingwavelabs Risingwave External Query Engine Integration
- Principle:Puppeteer Puppeteer Screenshot Capture
- Principle:Pytorch Serve Streaming Inference
- Principle:Neuml Txtai Benchmark Evaluation
Implementations
- Implementation:Elevenlabs Elevenlabs python ElevenLabs Init
- Implementation:Eventual Inc Daft DataFrame Collect
- Implementation:Google deepmind Dm control Two Touch Task
- Implementation:Tencent Ncnn SqueezeNetSSD Example
- Implementation:OpenHands OpenHands SetAuthCookieMiddleware
- Implementation:Tensorflow Tfjs CPU MaxPoolGrad Kernel
- Implementation:Arize ai Phoenix ExactMatch
- Implementation:ArroyoSystems Arroyo Failure Detector
- Implementation:Microsoft Onnxruntime OrtCUDAProviderOptions
- Implementation:Langchain ai Langchain ExaSearchTools
Heuristics
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Eric mitchell Direct preference optimization TF32 Matmul Precision
- Heuristic:NVIDIA TransformerEngine Attention Backend Selection
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:Cypress io Cypress V8 Snapshot Memory
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
Environments
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:Apache Paimon Python Core Runtime
- Environment:Explodinggradients Ragas Optional Metrics Environment
- Environment:Openai Openai node Node 20 Runtime
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Apache Spark JDK Build Environment
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:OpenGVLab InternVL DeepSpeed
- Environment:LMCache LMCache VLLM Serving Engine