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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:Zai org CogVideo Video Captioning
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
- Workflow:Huggingface Datasets Dataset Preprocessing
Principles
- Principle:Ollama Ollama Prompt Construction
- Principle:Recommenders team Recommenders NCF Prediction
- Principle:Apache Airflow Monitoring Operations
- Principle:Nightwatchjs Nightwatch Extension Usage In Tests
- Principle:SeldonIO Seldon core Pipeline Conditional Routing
- Principle:Langchain ai Langgraph Tool Definition
- Principle:PeterL1n BackgroundMattingV2 Homographic alignment
- Principle:HKUDS AI Trader Agentic Retry Loop
- Principle:Getgauge Taiko Page Navigation
- Principle:Mit han lab Llm awq Fused Attention Optimization
Implementations
- Implementation:NVIDIA NeMo Aligner Train GPT SPIN
- Implementation:Predibase Lorax Flash RW Modeling
- Implementation:Open compass VLMEvalKit JTVLChatWrapper Mini
- Implementation:Sail sg LongSpec DeepSpeed Train Loop
- Implementation:Neuml Txtai Reducer
- Implementation:Tensorflow Serving Tfrt Saved Model With Batching Test
- Implementation:Langchain ai Langgraph StateGraph Init
- Implementation:Tensorflow Serving HTTPServer Interface
- Implementation:Truera Trulens Recording Retrieve Feedback Results
- Implementation:Astronomer Astronomer cosmos Watcher Operators
Heuristics
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:Langfuse Langfuse Eval Loop Prevention
Environments
- Environment:Apache Dolphinscheduler Database Backend
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:Dotnet Machinelearning Native Build Toolchain
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Rapidsai Cuml Dask Distributed