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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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Browse by Category
| 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:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:Mistralai Client python Function Calling
- Workflow:Openai Openai python Audio Processing
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Ray project Ray Serve Deployment
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Vibrantlabsai Ragas Prompt Optimization
- Workflow:DevExpress Testcafe CLI Test Execution
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
Principles
- Principle:Avhz RustQuant Probability Distributions
- Principle:DistrictDataLabs Yellowbrick Feature Importance Ranking
- Principle:Apache Paimon Vector Search Query Construction
- Principle:Sktime Pytorch forecasting Baseline Forecasting
- Principle:Lm sys FastChat Prompt Topic Clustering
- Principle:EvolvingLMMs Lab Lmms eval Experiment Tracking
- Principle:Huggingface Datatrove Document Level Statistics
- Principle:Online ml River Online Feature Extraction
- Principle:Alibaba ROLL LLM Response Generation
- Principle:MaterializeInc Materialize Test Result Aggregation
Implementations
- Implementation:Treeverse LakeFS UploadObject
- Implementation:Apache Druid ModulePane
- Implementation:Apache Beam Twister2Runner Run
- Implementation:Apache Druid ExecutionSummaryPanel
- Implementation:Sktime Pytorch forecasting sLSTMCell
- Implementation:FlowiseAI Flowise OpenAIAssistantLayout
- Implementation:Teamcapybara Capybara Selector Table
- Implementation:Tensorflow Serving ProcessModelStatusRequest
- Implementation:Ucbepic Docetl SearchableCell
- Implementation:Promptfoo Promptfoo Google Sheets Integration
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:DevExpress Testcafe Assertion Retry Timing
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Test Train Option Consistency
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:Alibaba ROLL Dynamic Batching Token Limits
- Heuristic:Lm sys FastChat Tokenizer Offset Correction
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
Environments
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Sgl project Sglang Triton
- Environment:Vllm project Vllm Benchmarks
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment