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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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|---|---|---|
| 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:Google deepmind Dm control Composer Environment Building
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Spcl Graph of thoughts GoT Document Merging Pipeline
- Workflow:Mlflow Mlflow Model Serving
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:LMCache LMCache P2P KV Cache Sharing
Principles
- Principle:Getgauge Taiko Request Interception Setup
- Principle:ClickHouse ClickHouse Stateless Test Execution
- Principle:Scikit learn Scikit learn Column Composition
- Principle:FlowiseAI Flowise Variable Management
- Principle:Facebookresearch Audiocraft Environment Setup
- Principle:Mbzuai oryx Awesome LLM Post training Category Taxonomy Definition
- Principle:Heibaiying BigData Notes Flink State Management
- Principle:ArroyoSystems Arroyo Checkpoint Coordination
- Principle:PrefectHQ Prefect CSV Data Loading
- Principle:Apache Airflow Task Communication
Implementations
- Implementation:SeleniumHQ Selenium UsernameAndPassword
- Implementation:Huggingface Transformers Check Docstrings
- Implementation:Online ml River Misc Skyline
- Implementation:NVIDIA TransformerEngine Float8 Storage
- Implementation:Nightwatchjs Nightwatch CreateClient And LaunchBrowser
- Implementation:Arize ai Phoenix LLM Class
- Implementation:Datajuicer Data juicer VggtMapper
- Implementation:Kserve Kserve LLM Inference Scheduler
- Implementation:Openai Openai python Tool Types
- Implementation:Alibaba ROLL Cluster
Heuristics
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
- Heuristic:NVIDIA NeMo Curator GPU Memory Resource Allocation
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:Confident ai Deepeval Secret Management Best Practices
- Heuristic:Huggingface Datasets Flatten Indices Performance
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
- Heuristic:DevExpress Testcafe CDP Performance Monitoring
- Heuristic:CarperAI Trlx PEFT LoRA Integration
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
Environments
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:Sgl project Sglang Web
- Environment:Ucbepic Docetl Python Runtime
- Environment:Mistralai Client python Python SDK Environment
- Environment:Huggingface Trl Python Core Dependencies
- Environment:Huggingface Datatrove Python Runtime