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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:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Apache Paimon Lance Format Analytics
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Triton inference server Server Ensemble Model Pipeline
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:Confident ai Deepeval Synthetic Dataset Generation
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Promptfoo Promptfoo Custom Provider Integration
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
Principles
- Principle:TobikoData Sqlmesh Model Definition
- Principle:Sdv dev SDV Local Data IO
- Principle:Confident ai Deepeval Step Efficiency Evaluation
- Principle:Trailofbits Fickling Pickle Scanner Benchmarking
- Principle:Run llama Llama index Finetuning Job Launch
- Principle:Langfuse Langfuse Prompt Compilation with Variables
- Principle:Turboderp org Exllamav2 Layer Normalization
- Principle:Evidentlyai Evidently ML Task Configuration
- Principle:Haotian liu LLaVA Model Loading
- Principle:Scikit learn Scikit learn Dataset Loading
Implementations
- Implementation:Explodinggradients Ragas R2R Integration
- Implementation:AUTOMATIC1111 Stable diffusion webui Progress Tracking
- Implementation:Treeverse LakeFS Java SDK PullsApi
- Implementation:Huggingface Optimum Pipeline Call
- Implementation:CrewAIInc CrewAI Flow Routing Primitives
- Implementation:Alibaba MNN Protobuf Generated Table Driven Lite H
- Implementation:TobikoData Sqlmesh SplitPane
- Implementation:Online ml River Optim FTRLProximal
- Implementation:Neuml Txtai Callable Resolver
- Implementation:Infiniflow Ragflow DynamicForm Component
Heuristics
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Snorkel team Snorkel LabelModel Mu Eps Clamping
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:LMCache LMCache CacheGen Quantization Strategy
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
- Heuristic:Promptfoo Promptfoo Transient Error Classification
Environments
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:Apache Spark JDK Build Environment
- Environment:Huggingface Datasets Search Dependencies
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Apache Druid Web Console Development
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Unslothai Unsloth CUDA VLLM