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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:Lucidrains X transformers DPO Preference Alignment
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:Iterative Dvc Data Tracking
- Workflow:Apache Spark Kubernetes Deployment
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:Openai Evals Creating a model graded eval
- Workflow:Google deepmind Dm control MJCF Model Composition
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:Ggml org Llama cpp Speculative Decoding
Principles
- Principle:Huggingface Transformers Adapter Loading And Switching
- Principle:Liu00222 Open Prompt Injection Causal Influence Analysis
- Principle:Unslothai Unsloth MoE Expert Routing
- Principle:AUTOMATIC1111 Stable diffusion webui Webui Disk Caching
- Principle:Apache Dolphinscheduler Parameter Validation And Transformation
- Principle:Mlflow Mlflow Prompt Loading and Formatting
- Principle:Avhz RustQuant Cashflow Analysis
- Principle:Ggml org Ggml Detection Post Processing
- Principle:Openai CLIP Contrastive Similarity Prediction
- Principle:ClickHouse ClickHouse IEEE754 Float Decomposition
Implementations
- Implementation:Anthropics Anthropic sdk python Provider Model Mapping
- Implementation:Ucbepic Docetl RankOperation Execute
- Implementation:Langgenius Dify Theme Var Define
- Implementation:Hiyouga LLaMA Factory Ploting
- Implementation:PacktPublishing LLM Engineers Handbook QueryExpansion Generate
- Implementation:Scikit learn Scikit learn SafeIndexing
- Implementation:Risingwavelabs Risingwave Makefile Task Runner
- Implementation:Iterative Dvc Repo Get
- Implementation:Farama Foundation Gymnasium TimeLimit Wrapper
- Implementation:Infiniflow Ragflow DialogService Update KB Selection
Heuristics
- Heuristic:Huggingface Open r1 Reward Function Tuning
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:Triton inference server Server Model Instance Scaling
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Alibaba MNN Weight Quantization Strategy
Environments
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Alibaba MNN CPU Build Environment
- Environment:Sgl project Sglang Web
- Environment:Sail sg LongSpec Inference Environment
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Tensorflow Serving Build Environment