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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:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:Mistralai Client python Chat Completion
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:Apache Beam Portable Pipeline Submission
- Workflow:Neuml Txtai Semantic Search
Principles
- Principle:Evidentlyai Evidently Drift Dataset Metrics
- Principle:EvolvingLMMs Lab Lmms eval Task Selection
- Principle:Farama Foundation Gymnasium Atari Preprocessing
- Principle:BerriAI Litellm Integration Selection
- Principle:Apache Dolphinscheduler Datasource Parameter Configuration
- Principle:Dagster io Dagster External API Orchestration
- Principle:PrefectHQ Prefect Deployment Configuration Validation
- Principle:Cleanlab Cleanlab Dataset Health Analysis
- Principle:Facebookresearch Audiocraft Autoregressive Token Generation
- Principle:Kubeflow Kubeflow Core Infrastructure Deployment
Implementations
- Implementation:Apache Druid DoctorDialog
- Implementation:InternLM Lmdeploy Gemm Sm90Utils
- Implementation:Langgenius Dify Tailwind Common Config
- Implementation:Treeverse LakeFS Java SDK Model InstallationUsageReport
- Implementation:Open compass VLMEvalKit ChartMimic Grid Evaluator
- Implementation:OWASP Www project top 10 for large language model applications VotingSystem Refine and Revote
- Implementation:Microsoft Onnxruntime PlotMetadata
- Implementation:Datajuicer Data juicer ImageAspectRatioFilter
- Implementation:Huggingface Datasets Arrow Builder
- Implementation:Snorkel team Snorkel Trainer Fit
Heuristics
- Heuristic:Huggingface Trl Gradient Checkpointing Use Reentrant
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:Liu00222 Open Prompt Injection Attack Effectiveness Hierarchy
- Heuristic:Langchain ai Langchain Warning Deprecated AnthropicLLM
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Vibrantlabsai Ragas Reasoning Model Parameter Constraints
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
Environments
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Predibase Lorax Docker Container Runtime
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Vllm project Vllm CPU Runtime
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Apache Flink Java Build Environment