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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:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Princeton nlp Tree of thought llm ToT BFS experiment
- Workflow:Langgenius Dify Plugin Management
- Workflow:Langchain ai Langchain Adding Partner Integration
- Workflow:Eventual Inc Daft Distributed UDF Processing
- Workflow:Lm sys FastChat ShareGPT Data Pipeline
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Google deepmind Dm control Control Suite RL Training
- Workflow:Dagster io Dagster Modal Serverless Pipeline
Principles
- Principle:Google deepmind Dm control Task Registry Discovery
- Principle:OWASP Www project top 10 for large language model applications Threat Modeling Against Top 10
- Principle:Langgenius Dify Prompt Template Design
- Principle:ClickHouse ClickHouse Remote Syslog Logging
- Principle:Huggingface Diffusers Video Pipeline Selection
- Principle:Apache Paimon Developer Tooling
- Principle:FlowiseAI Flowise Node Initialization
- Principle:Tensorflow Tfjs Base Model Loading
- Principle:Dagster io Dagster Resource Management
- Principle:Online ml River Online Recommendation
Implementations
- Implementation:Haifengl Smile Neighbor Record API
- Implementation:InternLM Lmdeploy KvCacheUtils
- Implementation:ArroyoSystems Arroyo Error Types
- Implementation:CrewAIInc CrewAI Firecrawl Scrape Tool
- Implementation:Alibaba MNN PyMNN Output Processing
- Implementation:CrewAIInc CrewAI PDF Search Tool
- Implementation:SeldonIO Seldon core Hodometer Collect
- Implementation:Alibaba MNN PyMNN Module Forward
- Implementation:LMCache LMCache Internal API Server
- Implementation:Turboderp org Exllamav2 ExLlamaV2WebSocketServer
Heuristics
- Heuristic:BerriAI Litellm Connection Pooling Memory Management
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
- Heuristic:Dagster io Dagster Batch Size Tuning
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Sgl project Sglang Chunked Prefill OOM Prevention
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:Cypress io Cypress Timeout Tuning
Environments
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Tencent Ncnn Build Environment
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib