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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:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:Huggingface Transformers Model Quantization
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Apache Kafka Topic Management
- Workflow:Apache Kafka PR Merge And Backport
- Workflow:Danijar Dreamerv3 Distributed Parallel Training
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:Kubeflow Kubeflow Release Management
- Workflow:Sdv dev SDV Sequential data synthesis
Principles
- Principle:Ggml org Llama cpp Token Sampling
- Principle:OWASP Www project top 10 for large language model applications Vulnerability Testing
- Principle:LLMBook zh LLMBook zh github io ALiBi Position Encoding
- Principle:Nautechsystems Nautilus trader Importable Strategy Configuration
- Principle:Explodinggradients Ragas Metric Baseline Correlation
- Principle:Apache Beam Result Collection
- Principle:Apache Hudi Docker Prerequisites Check
- Principle:Pytorch Serve Pipeline Parallelism
- Principle:Eric mitchell Direct preference optimization Preference Data Format
- Principle:Sktime Pytorch forecasting Quantile Loss
Implementations
- Implementation:FlowiseAI Flowise MarketplaceTable
- Implementation:NVIDIA NeMo Aligner MegatronGPT SPIN Model
- Implementation:OpenHands OpenHands SlackV1CallbackProcessor
- Implementation:Arize ai Phoenix Prompts Create Version
- Implementation:Ollama Ollama Format Time
- Implementation:Sktime Pytorch forecasting All Objects
- Implementation:DataExpert io Data engineer handbook Log aggregation
- Implementation:Huggingface Transformers Notification Service Doc Tests
- Implementation:Open compass VLMEvalKit SailVL
- Implementation:Mage ai Mage ai Destination Init
Heuristics
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
- Heuristic:Speechbrain Speechbrain Data Augmentation Defaults
- Heuristic:Tencent Ncnn Letterbox Vs Direct Resize
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:Neuml Txtai Batch Size Defaults
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:Speechbrain Speechbrain Dynamic Mixing Parameters
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
Environments
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:Vllm project Vllm Distributed
- Environment:Lucidrains X transformers Python Environment
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:Protectai Llm guard API Server Deployment
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:Avdvg InjectGuard CUDA GPU