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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:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Puppeteer Puppeteer Web Scraping And Interaction
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Wandb Weave Prompt Management
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
- Workflow:Neuml Txtai Workflow Orchestration
Principles
- Principle:FMInference FlexLLMGen HELM Dependency Installation
- Principle:Sktime Pytorch forecasting Object Registry
- Principle:Mlc ai Web llm Structured Output Parsing
- Principle:EvolvingLMMs Lab Lmms eval Regression Testing Principle
- Principle:DistrictDataLabs Yellowbrick PCA Projection
- Principle:Facebookresearch Habitat lab Benchmark Configuration
- Principle:Rapidsai Cuml Synthetic Dataset Generation
- Principle:CARLA simulator Carla Recording Event Querying
- Principle:Ggml org Ggml Quantization API
- Principle:Eventual Inc Daft Logging Configuration
Implementations
- Implementation:Hiyouga LLaMA Factory PPO Trainer
- Implementation:Explodinggradients Ragas Experiment Comparison Pattern
- Implementation:Datahub project Datahub FieldPath Schematron
- Implementation:Langfuse Langfuse ClickHouse Query Fragments
- Implementation:Openai Openai node Beta Realtime Sessions
- Implementation:Run llama Llama index FunctionCallingLLM
- Implementation:Apache Spark Mvn Clean Package
- Implementation:Apache Flink DefaultRollingPolicy Builder
- Implementation:FlagOpen FlagEmbedding Reinforced IR Data Utils
- Implementation:Langchain ai Langchain MistralAIEmbeddings
Heuristics
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Trailofbits Fickling Race Condition Prevention
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:Datahub project Datahub Spark Databricks Coalescing
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:HKUDS AI Trader Market Type Auto Detection
Environments
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Pola rs Polars Rust Build Environment
- Environment:FlowiseAI Flowise Database Environment
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Lance format Lance Python Environment
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Fede1024 Rust rdkafka CI Test Runner