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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:Openclaw Openclaw Agent Message Loop
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:PeterL1n BackgroundMattingV2 Realtime webcam matting
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Dotnet Machinelearning Text Classification
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Huggingface Optimum GPTQ Quantization
- Workflow:Neuml Txtai Semantic Search
- Workflow:ContextualAI HALOs Reward Model Training
Principles
- Principle:Turboderp org Exllamav2 Model Configuration
- Principle:Neuml Txtai Agent Embeddings Database
- Principle:Sktime Pytorch forecasting TimeXer Architecture
- Principle:SqueezeAILab ETS Evaluation Reporting
- Principle:Heibaiying BigData Notes Flink Streaming Environment
- Principle:Ggml org Llama cpp Model Acquisition
- Principle:PrefectHQ Prefect Deployment Configuration Validation
- Principle:Explodinggradients Ragas Document Loading
- Principle:Openai Openai node Job Progress Monitoring
- Principle:Langgenius Dify SSRFPrevention
Implementations
- Implementation:Scikit learn contrib Imbalanced learn EasyEnsembleClassifier
- Implementation:Shiyu coder Kronos Candlestick Data Preparation Pattern
- Implementation:Huggingface Diffusers ControlNetModel From Pretrained
- Implementation:Scikit learn Scikit learn AffinityPropagation
- Implementation:Puppeteer Puppeteer EventEmitter
- Implementation:Speechbrain Speechbrain Prepare Switchboard LM
- Implementation:Speechbrain Speechbrain Train PIQ
- Implementation:Unslothai Unsloth GEMM Backward Kernels
- Implementation:Infiniflow Ragflow Parser Config Utils
- Implementation:Huggingface Transformers Pipeline Preprocess
Heuristics
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Deepseek ai Janus CFG Weight Tuning
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:Marker Inc Korea AutoRAG OpenAI Rate Limit Mitigation
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
Environments
- Environment:Openai Openai node Node 20 Runtime
- Environment:Spotify Luigi Python Runtime
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Openai Whisper PyTorch CUDA
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Turboderp org Exllamav2 Build Toolchain