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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:ArroyoSystems Arroyo Connection Setup
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:AUTOMATIC1111 Stable diffusion webui Text to image generation
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Openai Openai python Realtime Conversation
Principles
- Principle:Huggingface Transformers Model Saving
- Principle:Shiyu coder Kronos Web UI Prediction Service
- Principle:Online ml River Multiclass Decomposition
- Principle:AUTOMATIC1111 Stable diffusion webui Image upscaling
- Principle:Langgenius Dify Explore Feature
- Principle:Junyanz Pytorch CycleGAN and pix2pix Dataset Acquisition
- Principle:Eventual Inc Daft UDF Metrics
- Principle:Dagster io Dagster Dbt Project Integration
- Principle:CarperAI Trlx Online RL Training
- Principle:Langgenius Dify Debug Console Testing
Implementations
- Implementation:VainF Torch Pruning Head Pruning Config
- Implementation:Datajuicer Data juicer ImageDetectionYoloMapper
- Implementation:Anthropics Anthropic sdk python JSONL Decoder
- Implementation:FlagOpen FlagEmbedding BGE Coder TripletGenerator
- Implementation:FlagOpen FlagEmbedding VideoChat2 Choice Bench
- Implementation:Langgenius Dify Marketplace Contracts
- Implementation:Hiyouga LLaMA Factory Data Loader
- Implementation:Unstructured IO Unstructured Partition
- Implementation:Ollama Ollama Llama Model Qwen2MoE
- Implementation:ARISE Initiative Robomimic TrainUtils run epoch
Heuristics
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:Shiyu coder Kronos Instance Normalization Clipping
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
- Heuristic:Risingwavelabs Risingwave Stream Chunk Sizing
- Heuristic:Microsoft LoRA Label Smoothing NLG
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:Mlfoundations Open flamingo RICES Feature Caching
- Heuristic:Mbzuai oryx Awesome LLM Post training Depth Limit Recursion At 2
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
Environments
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Openai Whisper Numba
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:Webdriverio Webdriverio Cloud Service Credentials