Main Page
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1,118
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:Pola rs Polars Streaming Large Dataset Processing
- Workflow:Neuml Txtai Agent Orchestration
- Workflow:Guardrails ai Guardrails LLM Output Validation
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
- Workflow:Risingwavelabs Risingwave CDC Data Replication
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:Google deepmind Mujoco Interactive simulation
Principles
- Principle:Marker Inc Korea AutoRAG Pipeline Query Execution
- Principle:Evidentlyai Evidently Project Configuration
- Principle:Lance format Lance Text Data Preparation
- Principle:Dagster io Dagster Software Defined Assets
- Principle:Ggml org Ggml Backend Interface
- Principle:Princeton nlp Tree of thought llm LLM API Wrapping
- Principle:Webdriverio Webdriverio Command Interception
- Principle:Guardrails ai Guardrails Validator Installation
- Principle:Lm sys FastChat Worker Dispatch Control
- Principle:Togethercomputer Together python Image Generation Request
Implementations
- Implementation:Scikit learn Scikit learn BisectingKMeans
- Implementation:Ray project Ray ParallelActorCallGenerator
- Implementation:Openai Openai python Unwrap Webhook Event
- Implementation:Openai Openai agents python External Model Integration Pattern
- Implementation:Huggingface Transformers Pipeline Forward
- Implementation:Webdriverio Webdriverio SpecReporter Utils
- Implementation:Nightwatchjs Nightwatch Nightwatch CLI Init
- Implementation:Junyanz Pytorch CycleGAN and pix2pix TrainOptions Parse
- Implementation:NVIDIA TransformerEngine Ops L2Normalization
- Implementation:Tensorflow Tfjs Layer Variables
Heuristics
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:Snorkel team Snorkel Binary Only Slicing
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Openclaw Openclaw Retry With Exponential Backoff
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:Astronomer Astronomer cosmos Static Parser Hang Workaround
Environments
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Neuml Txtai Python Core Environment
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:Sgl project Sglang CPU Runtime
- Environment:Huggingface Open r1 vLLM Server