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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:BerriAI Litellm Router Load Balancing
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:Langgenius Dify Workflow Builder and Execution
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Mistralai Client python Finetuning Job Management
Principles
- Principle:Apache Druid Supervisor Health Monitoring
- Principle:Risingwavelabs Risingwave CDC PostgreSQL Streaming
- Principle:Vllm project Vllm Output Validation
- Principle:Apache Hudi Clustering Strategy Configuration
- Principle:Apache Spark Parallel Test Execution
- Principle:AUTOMATIC1111 Stable diffusion webui Transformer Diffusion Architecture
- Principle:Microsoft DeepSpeedExamples ZeRO Stage3 Initialization
- Principle:Deepset ai Haystack Pipeline Orchestration
- Principle:Scikit learn Scikit learn Online Learning
- Principle:FMInference FlexLLMGen Data Wrangling Batch Inference
Implementations
- Implementation:Huggingface Trl AutoModelForSequenceClassification From Pretrained
- Implementation:SeleniumHQ Selenium HasNetworkConditions
- Implementation:Hpcaitech ColossalAI DetachedTrainer
- Implementation:Intel Ipex llm Get Peft Model LoRA
- Implementation:DevExpress Testcafe NativeAutomation ResourceInjector
- Implementation:Scikit learn Scikit learn Perceptron
- Implementation:Cohere ai Cohere python ModelsClient
- Implementation:Mage ai Mage ai Teradata Source
- Implementation:NVIDIA TransformerEngine PyTorch Ext RoPE
- Implementation:MaterializeInc Materialize Helm Chart Version Bump
Heuristics
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:Webdriverio Webdriverio Mobile Platform Differences
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
- Heuristic:SqueezeAILab ETS Softmax Temperature Tuning
- Heuristic:Microsoft BIPIA LLAMA Pad Token Workaround
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
- Heuristic:Apache Hudi Record Level Index Optimization
Environments
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Huggingface Datasets Lance Dependencies
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Langchain ai Langchain Python 3 10 Runtime
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Microsoft Agent framework Python 3 10 Runtime