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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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|---|---|---|
| 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:PrefectHQ Prefect API Sourced ETL
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Facebookresearch Habitat lab Agent Benchmarking
- Workflow:Kubeflow Pipelines Standalone Deployment
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:PeterL1n BackgroundMattingV2 Model export
- Workflow:Kornia Kornia Image Stitching Panorama
- Workflow:Risingwavelabs Risingwave Streaming ETL Pipeline
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
Principles
- Principle:Neuml Txtai Speech Synthesis
- Principle:Facebookresearch Habitat lab Configuration Composition
- Principle:Confident ai Deepeval Dataset Driven Evaluation
- Principle:Openai Openai agents python Prompt Templates
- Principle:Heibaiying BigData Notes Spark Aggregation and Join
- Principle:Heibaiying BigData Notes Spark TempView and SQL
- Principle:CARLA simulator Carla Batch Command Execution
- Principle:Snorkel team Snorkel Slicing Function Definition
- Principle:Langchain ai Langgraph Execution Resumption
- Principle:Microsoft LoRA LoRA Training Loop
Implementations
- Implementation:Trailofbits Fickling Create Malicious Dataset
- Implementation:Spcl Graph of thoughts KeywordCountingParser
- Implementation:Turboderp org Exllamav2 ExLlamaV2PrefixFilter
- Implementation:Microsoft DeepSpeedExamples Named Tuple Batch Handling
- Implementation:Tensorflow Serving Thread Pool Factory
- Implementation:Intel Ipex llm Deepspeed AutoTP Inference
- Implementation:Interpretml Interpret Clean Dimensions
- Implementation:Infiniflow Ragflow Log Utils
- Implementation:Ollama Ollama Convert Gemma3n
- Implementation:Mage ai Mage ai Stripe Invoice Line Items Schema
Heuristics
- Heuristic:Apache Beam GC Thrashing Detection
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:Dotnet Machinelearning Tokenizer Caching Strategy
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
- Heuristic:Openai Openai python Structured Output Strict Schema
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
Environments
- Environment:BerriAI Litellm Python Runtime
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Iterative Dvc Python Runtime
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Apache Airflow Database Backend Environment
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Cypress io Cypress Browser Requirements
- Environment:Hiyouga LLaMA Factory Distributed Training Environment