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1,118
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:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:Shiyu coder Kronos Single Series Prediction
- Workflow:Pytorch Serve Model Deployment
- Workflow:Langchain ai Langgraph ReAct Agent Creation
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
Principles
- Principle:Promptfoo Promptfoo Configuration Rendering
- Principle:Pytorch Serve GRPC Communication
- Principle:Microsoft DeepSpeedExamples Vision Encoder Extraction
- Principle:Langgenius Dify Workflow Publishing
- Principle:Nautechsystems Nautilus trader Instrument Registration
- Principle:Langgenius Dify WebAppPublishing
- Principle:Princeton nlp SimPO Response Post Processing
- Principle:Langfuse Langfuse Evaluation Job Triggering
- Principle:DistrictDataLabs Yellowbrick Scatter Feature Visualization
- Principle:Mlc ai Mlc llm Mobile Build Environment
Implementations
- Implementation:CrewAIInc CrewAI XML Search Tool
- Implementation:Turboderp org Exllamav2 Attn Params
- Implementation:Deepspeedai DeepSpeed DeepCompile Init
- Implementation:Lance format Lance Java MergeInsertParams
- Implementation:Datajuicer Data juicer NLTK Utils
- Implementation:Infiniflow Ragflow DatasetFilter Component
- Implementation:Microsoft Agent framework Executor Base Class
- Implementation:Apache Airflow Core Pre Commit Config
- Implementation:Bitsandbytes foundation Bitsandbytes PagedAdamW8bit
- Implementation:NVIDIA DALI KernelTraits
Heuristics
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:Langchain ai Langchain Text Splitter Separator Hierarchy
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Triton inference server Server Concurrency Throughput Rule
- Heuristic:Facebookresearch Audiocraft Gradient Balancing For Multi Loss
- Heuristic:Scikit learn Scikit learn N Jobs Parallelism Tips
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
Environments
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:Apache Dolphinscheduler Database Backend
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Getgauge Taiko Linux System Libraries
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:Nightwatchjs Nightwatch Node 18 Runtime