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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:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:OpenRLHF OpenRLHF Reward Model Training
- Workflow:Huggingface Open r1 SFT Distillation
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Huggingface Transformers Pipeline Inference
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
Principles
- Principle:Getgauge Taiko REPL Initialization
- Principle:Scikit learn Scikit learn Text Feature Extraction
- Principle:Nightwatchjs Nightwatch Feature File Authoring
- Principle:Huggingface Trl Reward Argument Configuration
- Principle:Risingwavelabs Risingwave Iceberg Table Maintenance
- Principle:Microsoft Onnxruntime ONNX Input Schema Definition
- Principle:Microsoft Agent framework Approval Response Handling
- Principle:Apache Flink Congestion Control Rate Limiting
- Principle:Online ml River Incremental Clustering Interface
- Principle:TobikoData Sqlmesh Web UI
Implementations
- Implementation:Mage ai Mage ai Source Connector Directory Pattern
- Implementation:Fede1024 Rust rdkafka FutureProducer Send
- Implementation:DataTalksClub Data engineering zoomcamp Java CustomSerdes
- Implementation:Arize ai Phoenix Prompts Get
- Implementation:Turboderp org Exllamav2 Quant Layers
- Implementation:Farama Foundation Gymnasium InvertedDoublePendulumEnv V5
- Implementation:Huggingface Diffusers Save Pretrained Quantized
- Implementation:SeldonIO Seldon core Seldon Model CRD
- Implementation:Triton inference server Server Git LFS Clone
- Implementation:Unstructured IO Unstructured Chunk Elements
Heuristics
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:Bentoml BentoML Warning Deprecated Legacy Service
- Heuristic:LMCache LMCache Health Monitor Thresholds
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:LLMBook zh LLMBook zh github io Deduplication Ngram Threshold
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
- Heuristic:Snorkel team Snorkel NLP Preprocessor Memoization
Environments
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Kserve Kserve Istio Service Mesh
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Getgauge Taiko Chromium Browser
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Avhz RustQuant Rust Stable