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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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Browse by Category
| 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:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:Openclaw Openclaw Agent Message Loop
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:MaterializeInc Materialize dbt Integration
- Workflow:Puppeteer Puppeteer Web Scraping And Interaction
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:AnswerDotAI RAGatouille ColBERT Training
- Workflow:Langgenius Dify Visual Workflow Builder
Principles
- Principle:Dagster io Dagster Custom Resource Pattern
- Principle:Puppeteer Puppeteer Web Worker Interaction
- Principle:Mlc ai Mlc llm Native Application Building
- Principle:Deepspeedai DeepSpeed Pipeline Module Construction
- Principle:Huggingface Diffusers Dual LoRA Configuration
- Principle:NVIDIA NeMo Curator CLIP Embedding
- Principle:SeleniumHQ Selenium Pull Request Submission
- Principle:Sktime Pytorch forecasting TFT Model Instantiation
- Principle:Axolotl ai cloud Axolotl Distributed Environment Setup
- Principle:Apache Druid Query Composition
Implementations
- Implementation:Run llama Llama index BaseQueryEngine
- Implementation:NVIDIA DALI ScratchCopyImpl
- Implementation:Evidentlyai Evidently Legacy Text Part Feature
- Implementation:Elevenlabs Elevenlabs python HistoryClient
- Implementation:Datajuicer Data juicer Quality Classifier Eval
- Implementation:NVIDIA NeMo Curator XennaStageAdapter
- Implementation:Sgl project Sglang CPU Activation
- Implementation:Microsoft DeepSpeedExamples Test Function CIFAR
- Implementation:Openai Evals Eval Base Class
- Implementation:Sgl project Sglang Engine Generate Multimodal
Heuristics
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Triton inference server Server Concurrency Throughput Rule
Environments
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:Apache Spark JDK Build Environment