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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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| 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:Kubeflow Kubeflow Platform Deployment
- Workflow:Apache Airflow Core Release Process
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:LLMBook zh LLMBook zh github io LLM Pretraining
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:Sgl project Sglang Online Serving With OpenAI API
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
- Workflow:Microsoft DeepSpeedExamples VisualChat Multimodal Training
- Workflow:HKUDS AI Trader End to End US Stock Trading
Principles
- Principle:DataTalksClub Data engineering zoomcamp Stream Output Sink
- Principle:Webdriverio Webdriverio Test Infrastructure
- Principle:Tencent Ncnn Detection Visualization
- Principle:Vllm project Vllm Draft Model Acquisition
- Principle:NVIDIA TransformerEngine Fused Attention
- Principle:Ggml org Ggml Neural Network Graph Building
- Principle:Helicone Helicone Mapper Type Detection
- Principle:Treeverse LakeFS Tag Creation
- Principle:Junyanz Pytorch CycleGAN and pix2pix Model Inference
- Principle:Shiyu coder Kronos Tokenizer Encoding
Implementations
- Implementation:Neuml Txtai SparseVectors Base
- Implementation:Vllm project Vllm Sequence
- Implementation:Mlc ai Mlc llm FT Quantization
- Implementation:Alibaba ROLL Initialize Megatron
- Implementation:Google deepmind Dm control Suite Cartpole
- Implementation:Puppeteer Puppeteer Bidi Core Browser
- Implementation:NVIDIA DALI TF Plugin Loader
- Implementation:Haosulab ManiSkill Stompy
- Implementation:Infiniflow Ragflow RetrievalDocuments Component
- Implementation:FlagOpen FlagEmbedding MLVU Anomaly Reco Data
Heuristics
- Heuristic:Mistralai Client python Retry Backoff Strategy
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:Romsto Speculative Decoding Gamma Tuning
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:Dagster io Dagster Record Over Dataclass
Environments
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Axolotl ai cloud Axolotl CUDA GPU
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Truera Trulens Python Core Environment
- Environment:Neuml Txtai Python Core Dependencies
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration