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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:FMInference FlexLLMGen Text Completion API
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Mit han lab Llm awq AWQ Model Quantization
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Avhz RustQuant Stochastic Process Simulation
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
Principles
- Principle:Huggingface Datasets SQL Dataset Building
- Principle:NVIDIA NeMo Curator Video Frame Extraction
- Principle:Sktime Pytorch forecasting Positional Encoding
- Principle:Norrrrrrr lyn WAInjectBench Environment Setup
- Principle:Neuml Txtai Keyword Scoring
- Principle:Bentoml BentoML Cloud Authentication
- Principle:ChenghaoMou Text dedup SimHash Fingerprinting
- Principle:DevExpress Testcafe Test Run Error Taxonomy
- Principle:OpenHands OpenHands Webhook Acknowledgment
- Principle:Facebookresearch Audiocraft JASCO Model Loading
Implementations
- Implementation:Openclaw Openclaw ResolveAgentRoute
- Implementation:SeleniumHQ Selenium Urls
- Implementation:Hiyouga LLaMA Factory SFT Trainer
- Implementation:FlagOpen FlagEmbedding RerankerRunner Run
- Implementation:CrewAIInc CrewAI Enterprise API Spec PtBR
- Implementation:Tensorflow Serving Mnist Client Inference
- Implementation:Pytorch Serve Get Yaml Config
- Implementation:FlagOpen FlagEmbedding FlagAutoModel From Finetuned Validation
- Implementation:FlagOpen FlagEmbedding BGE VL Flag MMRet
- Implementation:Mlc ai Mlc llm JSON Parser
Heuristics
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
- Heuristic:Kornia Kornia Numerical Stability Patterns
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:Speechbrain Speechbrain GAN Dual Optimizer Pattern
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Bentoml BentoML Adaptive Batching Tuning
Environments
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Triton inference server Server Docker Container Build
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:Huggingface Trl Quantization Environment
- Environment:Langchain ai Langchain Python 3 10 Runtime
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:Huggingface Datasets Search Dependencies
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment