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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:Webdriverio Webdriverio Standalone Browser Automation
- Workflow:Alibaba MNN Python Model Inference
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
Principles
- Principle:Haotian liu LLaVA LoRA Training
- Principle:Tensorflow Serving Dependency Ownership
- Principle:BerriAI Litellm Cache Initialization
- Principle:SeleniumHQ Selenium Page Object Annotation
- Principle:Huggingface Datatrove HTTP Media Fetching
- Principle:Open compass VLMEvalKit Parallel Task Execution
- Principle:PacktPublishing LLM Engineers Handbook Prompt Engineering For Dataset Generation
- Principle:Lucidrains X transformers Preference Data Preparation
- Principle:OpenGVLab InternVL LoRA Adapter Merging
- Principle:Heibaiying BigData Notes Kafka Rebalancing and Shutdown
Implementations
- Implementation:BerriAI Litellm Audit Logging Endpoints
- Implementation:InternLM Lmdeploy Impl 1688
- Implementation:Unstructured IO Unstructured ChunkingOptions
- Implementation:Apache Flink FatalExceptionClassifier IsFatal
- Implementation:Apache Druid Partition Config Form
- Implementation:DataTalksClub Data engineering zoomcamp Dbt Staging Models
- Implementation:Mlc ai Mlc llm Metrics Header
- Implementation:Ollama Ollama Template Index
- Implementation:Ggml org Llama cpp Save Load State
- Implementation:Dotnet Machinelearning LdaHybridAliasMap
Heuristics
- Heuristic:HKUDS AI Trader Sortino Ratio Capping
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Langchain ai Langchain Deprecation Version Tracking
- Heuristic:Princeton nlp Tree of thought llm Value Caching
Environments
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Sgl project Sglang CUDA Runtime
- Environment:InternLM Lmdeploy Build From Source
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Hiyouga LLaMA Factory FP8 Training Environment