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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:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Lance format Lance Version Management
- Workflow:InternLM Lmdeploy W4A16 AWQ Quantization
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Vibrantlabsai Ragas Custom Metric Creation
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
Principles
- Principle:Apache Hudi Schema Compatibility Verification
- Principle:Neuml Txtai Prompt Engineering
- Principle:Neuml Txtai Benchmark Evaluation
- Principle:Lance format Lance Inverted Index Building
- Principle:Explodinggradients Ragas Tool Call F1 Evaluation
- Principle:Microsoft DeepSpeedExamples ZeRO3 CPU Offload Training
- Principle:Pola rs Polars Data Type Transformation
- Principle:Huggingface Datasets Feature Schema Inspection
- Principle:Hiyouga LLaMA Factory FP8 Mixed Precision
- Principle:Junyanz Pytorch CycleGAN and pix2pix Test Options Configuration
Implementations
- Implementation:Scikit learn contrib Imbalanced learn EasyEnsembleClassifier
- Implementation:Apache Paimon SchemaChange Python
- Implementation:Microsoft Autogen Studio Playground Manager
- Implementation:BerriAI Litellm Dual Cache
- Implementation:Microsoft DeepSpeedExamples Alpaca Training Dataset
- Implementation:BerriAI Litellm Check Responses Cost
- Implementation:DistrictDataLabs Yellowbrick InterclusterDistance Visualizer
- Implementation:FlowiseAI Flowise Typography
- Implementation:Teamcapybara Capybara Spec Selector
- Implementation:Hiyouga LLaMA Factory WebUI Infer Component
Heuristics
- Heuristic:Vespa engine Vespa KStemmer Dictionary Loading
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:Zai org CogVideo Decord Import Order Bug
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:Avhz RustQuant Discretization Scheme Selection
Environments
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Huggingface Datasets Search Dependencies
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Vllm project Vllm CPU Runtime
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Mlflow Mlflow GPU System Metrics Environment