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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:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Neuml Txtai API Deployment
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Speechbrain Speechbrain Text to Speech Training
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Huggingface Transformers 3D Parallel Distributed Training
- Workflow:Puppeteer Puppeteer Request Interception
- Workflow:Arize ai Phoenix Span Annotation Pipeline
Principles
- Principle:Huggingface Optimum GPTQ Quantizer Configuration
- Principle:Apache Paimon Multi Batch Data Writing
- Principle:Online ml River Multi Output Metrics
- Principle:Protectai Llm guard Prompt Scanning
- Principle:Puppeteer Puppeteer HTTP Response Handling
- Principle:Bitsandbytes foundation Bitsandbytes 4bit Dequantization And Matmul
- Principle:Apache Flink Source Switching
- Principle:Webdriverio Webdriverio AI Self Healing
- Principle:Mlflow Mlflow Package Build and Configuration
- Principle:ARISE Initiative Robosuite Operational Space Control Utilities
Implementations
- Implementation:Tencent Ncnn YOLO11 OBB Example
- Implementation:LMCache LMCache TTL List Cache
- Implementation:Kserve Kserve Component ISVC Deployment
- Implementation:Anthropics Anthropic sdk python JSONL Decoder
- Implementation:Langchain ai Langchain PerplexityRetriever
- Implementation:Openai Openai python File Object Model
- Implementation:DevExpress Testcafe Gulpfile
- Implementation:Microsoft Playwright BidiFirefox
- Implementation:Pyro ppl Pyro ImproperUniform
- Implementation:ARISE Initiative Robosuite JointTorqueController
Heuristics
- Heuristic:Microsoft Playwright Browser Specific Workarounds
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:Microsoft Semantic kernel Custom HttpClient Retry Policy
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:Apache Dolphinscheduler Gzip Compression Threshold
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:Kubeflow Kubeflow Sequential Infrastructure Deployment
Environments
- Environment:Apache Airflow Docker Container Environment
- Environment:Ollama Ollama Go Runtime
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow