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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:Recommenders team Recommenders News Recommendation NRMS
- Workflow:Allenai Open instruct GRPO Reinforcement Learning
- Workflow:Marker Inc Korea AutoRAG Pipeline Deployment
- Workflow:Apache Druid Visual Data Exploration
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Neuml Txtai Agent Execution
- Workflow:Triton inference server Server Quickstart Model Deployment
- Workflow:Togethercomputer Together python Embeddings And Reranking
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Huggingface Optimum FX Graph Optimization
Principles
- Principle:Huggingface Transformers Environment Setup
- Principle:Iterative Dvc Dependency Graph Validation
- Principle:Bitsandbytes foundation Bitsandbytes FSDP Quant State Recovery
- Principle:Alibaba ROLL Knowledge Distillation Loss
- Principle:Avhz RustQuant Option Greeks
- Principle:Isaac sim IsaacGymEnvs RL Agent Initialization
- Principle:Iterative Dvc Experiment Comparison
- Principle:AUTOMATIC1111 Stable diffusion webui UI Architecture
- Principle:Apache Dolphinscheduler RPC Service Contract Definition
- Principle:Vespa engine Vespa Tokenization
Implementations
- Implementation:Sktime Pytorch forecasting SeriesDecomposition
- Implementation:Openai Openai agents python Dynamic System Prompt Pattern
- Implementation:Datajuicer Data juicer AudioNMFSNRFilter
- Implementation:Scikit learn contrib Imbalanced learn Pipeline
- Implementation:Datajuicer Data juicer Config All Yaml
- Implementation:DevExpress Testcafe Runner Fluent API
- Implementation:Facebookresearch Habitat lab UserMask
- Implementation:Unslothai Unsloth FastLanguageModel From Pretrained
- Implementation:CARLA simulator Carla RssCheck Interface
- Implementation:Alibaba ROLL Patcher
Heuristics
- Heuristic:LLMBook zh LLMBook zh github io Reward Model LM Regularization
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:Deepspeedai DeepSpeed Shared Memory Sizing
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:AnswerDotAI RAGatouille FAISS Vs PyTorch KMeans Indexing
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
Environments
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Open compass VLMEvalKit Python Runtime Environment
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:Apache Spark Release Build Environment
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Triton inference server Server Docker Container Build