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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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|---|---|---|
| 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:Fastai Fastbook Image Classification
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Mage ai Mage ai Building a New Source Connector
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Interpretml Interpret Blackbox Model Explanation
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Vibrantlabsai Ragas Custom Metric Creation
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
Principles
- Principle:Neuml Txtai Agent Execution
- Principle:Liu00222 Open Prompt Injection Text Segmentation
- Principle:LaurentMazare Tch rs Batch Evaluation
- Principle:PacktPublishing LLM Engineers Handbook Feature Store Query
- Principle:Norrrrrrr lyn WAInjectBench Image Feature Extraction
- Principle:Marker Inc Korea AutoRAG Strategy Based Module Selection
- Principle:Huggingface Transformers LoRA Configuration
- Principle:Online ml River Streaming Silhouette
- Principle:BerriAI Litellm Fine Tuning Job Creation
- Principle:Apache Flink Compaction Request Triggering
Implementations
- Implementation:Apache Paimon MathUtils
- Implementation:Nightwatchjs Nightwatch Page Object Type Definitions
- Implementation:Kornia Kornia Colormap Data
- Implementation:Openai Openai node Legacy Completions Resource
- Implementation:Datajuicer Data juicer VideoSplitByKeyFrameMapper
- Implementation:Online ml River Metrics MutualInfo
- Implementation:InternLM Lmdeploy Action Tools
- Implementation:Infiniflow Ragflow TagFeatureItem Component
- Implementation:Hpcaitech ColossalAI CustomRetriever
- Implementation:Pyro ppl Pyro SVGD
Heuristics
- Heuristic:Infiniflow Ragflow Reranking Weight Tuning
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:Openai Whisper KV Cache Optimization
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
Environments
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Cypress io Cypress Browser Requirements
- Environment:Unstructured IO Unstructured All Docs
- Environment:Kserve Kserve Leader Worker Set
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Arize ai Phoenix LLM Provider SDKs