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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:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:SeldonIO Seldon core HuggingFace Model Serving
- Workflow:Predibase Lorax Single LoRA Inference
- Workflow:FlagOpen FlagEmbedding Reranker Inference
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:Haosulab ManiSkill Sim2Real Deployment
Principles
- Principle:Zai org CogVideo Image to Video Generation
- Principle:Kornia Kornia ONNX Export
- Principle:LLMBook zh LLMBook zh github io Instruction Data Formatting
- Principle:Huggingface Transformers Model Loading For Training
- Principle:Online ml River Dummy Baseline Estimation
- Principle:Apache Flink Committable Collection Coordination
- Principle:Openai Openai node Response Format Configuration
- Principle:SeleniumHQ Selenium Driver Binary Resolution
- Principle:Heibaiying BigData Notes HBase Data Insertion
- Principle:Guardrails ai Guardrails ValidationPipeline
Implementations
- Implementation:FlagOpen FlagEmbedding BGE Coder Constants
- Implementation:Huggingface Datasets Dataset To Tf Dataset
- Implementation:MaterializeInc Materialize Scratch AWS Manager
- Implementation:Triton inference server Server L0 Backend Python Test
- Implementation:Run llama Llama index Node Postprocessors
- Implementation:Puppeteer Puppeteer Cdp Frame
- Implementation:Apache Druid Date Parsing And Timezone Conversion
- Implementation:Alibaba MNN CMake Build Quantools
- Implementation:Pyro ppl Pyro SparseGammaDEF
- Implementation:Openclaw Openclaw FlyToml RenderYaml
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:BerriAI Litellm SSL Cipher Optimization
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
Environments
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Dagster io Dagster GRPC Communication
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Mistralai Client python Agents Environment
- Environment:Apache Beam Java Build Environment
- Environment:Kserve Kserve Leader Worker Set
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Intel Ipex llm RAG LlamaIndex Environment