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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:Vllm project Vllm Multi LoRA Serving
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:Apache Shardingsphere Cluster Mode Initialization
- Workflow:Microsoft Agent framework Basic Agent Creation
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:Fede1024 Rust rdkafka Produce Consume Roundtrip
- Workflow:Apache Spark Building and Testing
- Workflow:Fastai Fastbook Neural Network From Scratch
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui File And Path Utility Functions
- Principle:Zai org CogVideo Video Reconstruction Loss
- Principle:Triton inference server Server Jetson Edge Deployment
- Principle:Langchain ai Langchain Conversation Looping
- Principle:Sdv dev SDV Multi Table Model Fitting
- Principle:Openai Openai python Image Result Processing
- Principle:OpenRLHF OpenRLHF Unpaired Preference Dataset Construction
- Principle:Puppeteer Puppeteer Page Creation
- Principle:Mlflow Mlflow Model Version Management
- Principle:Alibaba ROLL Model Checkpointing
Implementations
- Implementation:Mlc ai Web llm Multi Model RAG Engine
- Implementation:Microsoft Playwright WebKit Protocol Types
- Implementation:Lance format Lance LogicalExpr
- Implementation:Apache Airflow Configuration Parser
- Implementation:Open compass VLMEvalKit WeMath Utils
- Implementation:Triton inference server Server OrcaHTTP
- Implementation:DataTalksClub Data engineering zoomcamp Dlt Resource Decorator
- Implementation:Online ml River Bandit RandomPolicy
- Implementation:Recommenders team Recommenders Sequential Iterator
- Implementation:ClickHouse ClickHouse Clickhouse Client Interactive
Heuristics
- Heuristic:OpenRLHF OpenRLHF Packing Samples Efficiency Tip
- Heuristic:Langchain ai Langchain Warning Deprecated AnthropicLLM
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Microsoft Agent framework PowerFx Python Version Limit
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
- Heuristic:Datahub project Datahub Gradle Task Only
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
Environments
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Mistralai Client python Agents Environment
- Environment:Sail sg LongSpec Inference Environment
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Mit han lab Llm awq Flash Attention Environment