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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:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:OpenHands OpenHands SaaS Server Assembly
- Workflow:FMInference FlexLLMGen Data Wrangling Batch Inference
- Workflow:Protectai Modelscan Custom Scanner Plugin
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:Apache Beam Portable Pipeline Submission
Principles
- Principle:ClickHouse ClickHouse Nfpm Package Generation
- Principle:Treeverse LakeFS S3 Path Mapping
- Principle:Apache Beam Windmill Connection Setup
- Principle:Pyro ppl Pyro Markov Dependency
- Principle:FMInference FlexLLMGen Distributed Job Runner
- Principle:LMCache LMCache P2P Configuration
- Principle:DataTalksClub Data engineering zoomcamp Streaming Data Model
- Principle:Deepset ai Haystack Document Splitting
- Principle:Webdriverio Webdriverio Page Object Model
- Principle:DevExpress Testcafe Browser Connection Lifecycle
Implementations
- Implementation:Online ml River Tree HoeffdingAdaptiveTreeClassifier
- Implementation:Scikit learn Scikit learn AllEstimators
- Implementation:Fede1024 Rust rdkafka Roundtrip Latency Example
- Implementation:Lance format Lance LegacyLogicalBinaryEncoding
- Implementation:Alibaba MNN Protobuf Duration PB CC
- Implementation:Online ml River Cluster DBSTREAM
- Implementation:Ggml org Llama cpp Regex Partial
- Implementation:PrefectHQ Prefect Prefect Yaml Schema
- Implementation:NVIDIA TransformerEngine TE Distributed Checkpoint
- Implementation:Explodinggradients Ragas Annotated Data Schema
Heuristics
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:Kubeflow Kubeflow Sequential Infrastructure Deployment
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Cleanlab Cleanlab Multiprocessing Platform Strategy
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Kornia Kornia Numerical Stability Patterns
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
Environments
- Environment:Tensorflow Serving Build Environment
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Openai Evals OpenAI API Configuration
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Protectai Llm guard ONNX Runtime Acceleration