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1,118
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:Allenai Open instruct GRPO Reinforcement Learning
- Workflow:Langgenius Dify Docker Deployment
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Fastai Fastbook Tabular Modeling
- Workflow:Langchain ai Langgraph Functional API Workflow
- Workflow:Openai Openai python Responses API Text Generation
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Microsoft LoRA NLU GLUE Finetuning
Principles
- Principle:Marker Inc Korea AutoRAG Strategy Based Module Selection
- Principle:Apache Paimon Lance Predicate Pushdown
- Principle:Ollama Ollama ImageGeneration
- Principle:Huggingface Diffusers ControlNet Output Refinement
- Principle:Datahub project Datahub Entity Metadata Enrichment
- Principle:Kubeflow Kubeflow Serve Model
- Principle:Allenai Open instruct Model Configuration
- Principle:OWASP Www project top 10 for large language model applications Manual Adversarial Testing
- Principle:Huggingface Datasets Compressed Filesystem Access
- Principle:Promptfoo Promptfoo Interactive Project Setup
Implementations
- Implementation:Junyanz Pytorch CycleGAN and pix2pix Download Dataset
- Implementation:Ggml org Ggml Cann common
- Implementation:Googleapis Python genai Pager
- Implementation:Bigscience workshop Petals Server Init
- Implementation:ArroyoSystems Arroyo Format Serializer
- Implementation:Cohere ai Cohere python AwsGeneration
- Implementation:Elevenlabs Elevenlabs python HistoryClient
- Implementation:FMInference FlexLLMGen DeepSpeed Autotuner
- Implementation:Pola rs Polars Polars Python Cargo Config
- Implementation:Microsoft BIPIA Tokenize Fn
Heuristics
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:Alibaba MNN Backend Selection Guide
- Heuristic:Risingwavelabs Risingwave Stream Chunk Sizing
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:Apache Druid Sampler Limitations And Workarounds
- Heuristic:ARISE Initiative Robosuite Observation Key Selection
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:Obss Sahi Match Threshold Tuning
Environments
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Kserve Kserve Cert Manager
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:Huggingface Datasets Image Dependencies
- Environment:Snorkel team Snorkel PyTorch