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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:Unstructured IO Unstructured Performance Profiling
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Microsoft LoRA LoRA Integration
- Workflow:Openai Whisper Word Level Timestamps
- Workflow:Protectai Modelscan Programmatic Model Scanning
- Workflow:Iterative Dvc Pipeline Reproduction
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Neuml Txtai Model Training
- Workflow:Mistralai Client python Azure Chat Completion
Principles
- Principle:LaurentMazare Tch rs Sparse Adam Optimization
- Principle:Langgenius Dify Tool Integration
- Principle:Langgenius Dify ShallowRouting
- Principle:Allenai Open instruct Preference Data Processing
- Principle:FMInference FlexLLMGen Model Compression Configuration
- Principle:Apache Paimon Developer Tooling
- Principle:Romsto Speculative Decoding Speculative Decoding
- Principle:Junyanz Pytorch CycleGAN and pix2pix Pretrained Model Download
- Principle:MarketSquare Robotframework browser Network Traffic Observation
- Principle:Protectai Llm guard Sentiment Analysis
Implementations
- Implementation:Confident ai Deepeval EvaluationDataset Evals Iterator
- Implementation:Deepspeedai DeepSpeed PipelineEngine Train Batch
- Implementation:Open compass VLMEvalKit Aria
- Implementation:Infiniflow Ragflow DatasetOverviewTable Component
- Implementation:Treeverse LakeFS Java SDK Model DiffObjectStat
- Implementation:Online ml River Ensemble StackingClassifier
- Implementation:Ggml org Llama cpp Ggml Backend Load All
- Implementation:LaurentMazare Tch rs Tensor Iter
- Implementation:Mit han lab Llm awq Model Worker VILA
- Implementation:Huggingface Transformers Time Generate Measurement
Heuristics
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:Triton inference server Server Dynamic Batching Tuning
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
Environments
- Environment:Huggingface Datasets SQL Dependencies
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment