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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:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:Apache Kafka PR Merge And Backport
- Workflow:Microsoft BIPIA White Box Defense Finetuning
- Workflow:Mlc ai Web llm Structured Output Generation
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:Eventual Inc Daft Distributed UDF Processing
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
Principles
- Principle:Zai org CogVideo Scheduler Configuration
- Principle:Teamcapybara Capybara Expression Filtering
- Principle:Cohere ai Cohere python Dataset Upload
- Principle:NVIDIA NeMo Aligner Reward Model Serving
- Principle:Confident ai Deepeval Test Case Construction
- Principle:Volcengine Verl Data Preparation For RL
- Principle:Sail sg LongSpec Math Equivalence Evaluation
- Principle:OWASP Www project top 10 for large language model applications Agentic Architecture Mapping
- Principle:Huggingface Datatrove PII Removal
- Principle:Mlfoundations Open flamingo Dual Dataset Training Loop
Implementations
- Implementation:NVIDIA TransformerEngine Fused Attn FP8
- Implementation:Kornia Kornia Lovasz Hinge Loss
- Implementation:Onnx Onnx Domain Constants
- Implementation:Apache Paimon RowType
- Implementation:Hiyouga LLaMA Factory WebUI Chatbot
- Implementation:Haosulab ManiSkill Drive
- Implementation:Openai Openai agents python ComputerTool Pattern
- Implementation:Tensorflow Serving servable data h
- Implementation:Huggingface Datasets Dataset To Pandas
- Implementation:Apache Druid RuleEditor
Heuristics
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:Pola rs Polars Streaming For Large Datasets
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:Microsoft Semantic kernel Custom HttpClient Retry Policy
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:Anthropics Anthropic sdk python Adaptive Thinking Over Enabled
- Heuristic:Datahub project Datahub Gradle Task Only
- Heuristic:Shiyu coder Kronos Instance Normalization Clipping
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
Environments
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Sgl project Sglang OpenAI
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Ollama Ollama GPU Runtime