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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:Predibase Lorax OpenAI Chat Completion
- Workflow:Lakeraai Pint benchmark Custom Dataset Benchmarking
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Microsoft Onnxruntime Train Convert Predict
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Onnx Onnx External Data Handling
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:Predibase Lorax Server Deployment
Principles
- Principle:ClickHouse ClickHouse BFloat16 Type
- Principle:Lucidrains X transformers GPT Variational Autoencoder
- Principle:OpenGVLab InternVL Layer Wise LR Decay
- Principle:OWASP Www project top 10 for large language model applications Mitigation Gap Analysis
- Principle:Apache Kafka JIRA Issue Resolution
- Principle:Marker Inc Korea AutoRAG Deployment Mode Selection
- Principle:Truera Trulens Feedback Provider Configuration
- Principle:Deepspeedai DeepSpeed Accelerator Abstraction
- Principle:Allenai Open instruct DPO Loss Dispatch
- Principle:Apache Kafka Broker Invocation
Implementations
- Implementation:Explodinggradients Ragas EvaluatorChain Class
- Implementation:TobikoData Sqlmesh FileExplorer Directory
- Implementation:Isaac sim IsaacGymEnvs CommonAgent Train
- Implementation:Wandb Weave Run Setup In Codex
- Implementation:LMCache LMCache Mooncake Lookup Client
- Implementation:Infiniflow Ragflow MCPToolCallSession
- Implementation:InternLM Lmdeploy Gemm Desc
- Implementation:Puppeteer Puppeteer Browsers Launch
- Implementation:Elevenlabs Elevenlabs python WorkflowExpressionConditionModelInputExpression
- Implementation:OpenHands OpenHands OrgService Persist With Compensation
Heuristics
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:Duckdb Duckdb Test Development Guidelines
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:LMCache LMCache CacheGen Quantization Strategy
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
Environments
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Ollama Ollama Go Runtime