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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:Kubeflow Pipelines Standalone Deployment
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:PacktPublishing LLM Engineers Handbook Feature Engineering
- Workflow:Pola rs Polars Time Series Analysis
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Microsoft Playwright Network mocking and interception
Principles
- Principle:TA Lib Ta lib python Abstract Function Instantiation
- Principle:Apache Flink Bucket Assignment
- Principle:DistrictDataLabs Yellowbrick Classification Report Visualization
- Principle:Heibaiying BigData Notes Storm Topology Wiring
- Principle:Openai Openai python Realtime WebSocket Connection
- Principle:Kubeflow Kubeflow Installation Method Selection
- Principle:Neuml Txtai Retrieval Augmented Generation
- Principle:DistrictDataLabs Yellowbrick Elbow Method Cluster Selection
- Principle:Langgenius Dify Model and Prompt Configuration
- Principle:Scikit learn Scikit learn Online Learning
Implementations
- Implementation:Apache Airflow Metrics Template
- Implementation:Sgl project Sglang ServerArgs Init
- Implementation:Allenai Open instruct Layer Init
- Implementation:ARISE Initiative Robosuite LightingModder
- Implementation:Ucbepic Docetl AI Chat And Prompt Improvement
- Implementation:Onnx Onnx OpSchema System
- Implementation:Ucbepic Docetl MOAR SearchUtils
- Implementation:Langchain ai Langchain Hub Push Pull
- Implementation:Sgl project Sglang Kernel Utils Header
- Implementation:Facebookresearch Habitat lab MobileManipulator
Heuristics
- Heuristic:Huggingface Diffusers Dtype Precision Selection
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Huggingface Peft LoRA Default Configuration
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Snorkel team Snorkel NLP Preprocessor Memoization
- Heuristic:Rapidsai Cuml Batch Size Memory Tradeoff
- Heuristic:Langchain ai Langchain Text Splitter Separator Hierarchy
Environments
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Datahub project Datahub Docker Quickstart Environment
- Environment:Kserve Kserve GPU Accelerator
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Mistralai Client python Python SDK Environment
- Environment:Run llama Llama index Python LlamaIndex Core