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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:SeleniumHQ Selenium Contributor Development Workflow
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Openai Openai node Chat Completion
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:Huggingface Peft Prompt Tuning Classification
- Workflow:Kubeflow Kubeflow Platform Deployment
- Workflow:Sktime Pytorch forecasting DeepAR Probabilistic Forecasting
Principles
- Principle:Romsto Speculative Decoding Interactive CLI
- Principle:Getgauge Taiko Radio Button Selection
- Principle:Huggingface Transformers Benchmark Results Persistence
- Principle:Openclaw Openclaw Binding Configuration
- Principle:Roboflow Rf detr Image Preprocessing
- Principle:Alibaba ROLL SFT Validation
- Principle:Lm sys FastChat Language Based Filtering
- Principle:Scikit learn Scikit learn Robust Regression
- Principle:Dagster io Dagster Dbt Test To Asset Check
- Principle:Allenai Open instruct SFT Dataset Preparation
Implementations
- Implementation:LMCache LMCache Controller Config
- Implementation:Online ml River Ensemble EWARegressor
- Implementation:Apache Druid ParseTimeTable
- Implementation:Langchain ai Langchain BaseStoreTests
- Implementation:Astronomer Astronomer cosmos Dbt Project Utils
- Implementation:Interpretml Interpret Random
- Implementation:Predibase Lorax Tensor Parallel Layers
- Implementation:Protectai Modelscan CLI Scan Command
- Implementation:Helicone Helicone Providers Web Metadata
- Implementation:Scikit learn Scikit learn GridSearchCV Init
Heuristics
- Heuristic:Protectai Modelscan Unknown Opcodes Assume Critical
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:Haifengl Smile Platform Native Library Selection
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
- Heuristic:Marker Inc Korea AutoRAG GPU Memory Cleanup Pattern
- Heuristic:Deepseek ai Janus CFG Weight Tuning
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Guardrails ai Guardrails Guard History Memory Management
Environments
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:HKUDS AI Trader MCP Services