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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:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
- Workflow:Langchain ai Langgraph Functional API Workflow
- Workflow:Eventual Inc Daft SQL Query Analytics
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:Microsoft Autogen Studio Team Deployment
- Workflow:Cleanlab Cleanlab Token Classification Label Quality
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:Anthropics Anthropic sdk python Tool Use Integration
- Workflow:Puppeteer Puppeteer Web Scraping And Interaction
Principles
- Principle:Mistralai Client python File Upload
- Principle:Pola rs Polars Expression Pipeline Building
- Principle:Kubeflow Kubeflow Post Deployment Verification
- Principle:Snorkel team Snorkel Label Quality Evaluation
- Principle:Intel Ipex llm Offline Batch Inference
- Principle:Huggingface Transformers Device Mesh Topology
- Principle:Haifengl Smile Model Discovery
- Principle:Deepset ai Haystack Evaluation Result Reporting
- Principle:Triton inference server Server Container Verification
- Principle:FlowiseAI Flowise Execution Monitoring
Implementations
- Implementation:Promptfoo Promptfoo Sidebars Config
- Implementation:TobikoData Sqlmesh Button
- Implementation:Ggml org Llama cpp Mtmd Helper
- Implementation:Ollama Ollama Thinking Template
- Implementation:Ucbepic Docetl PromptImprovementDialog
- Implementation:ArroyoSystems Arroyo Datastream Optimizers
- Implementation:Huggingface Datatrove ParquetWriter
- Implementation:Haosulab ManiSkill ReplicaCADRearrangeSceneBuilder
- Implementation:Mage ai Mage ai Destination Process Record
- Implementation:ChenghaoMou Text dedup SimHash Get Embed Func
Heuristics
- Heuristic:Obss Sahi Overlap Ratio Selection
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:Ggml org Ggml Quantization Type Selection
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:OpenBMB UltraFeedback Score 10 Anomaly Correction
- Heuristic:Dagster io Dagster Batch Size Tuning
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
Environments
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:Apache Airflow Docker Container Environment
- Environment:Apache Spark JDK Build Environment
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Unstructured IO Unstructured Profiling Tools