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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:Huggingface Datasets Format Conversion
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:PeterL1n BackgroundMattingV2 Training pipeline
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Haotian liu LLaVA Web Demo Deployment
- Workflow:Huggingface Trl PPO RLHF Training
Principles
- Principle:Huggingface Diffusers DreamBooth Export
- Principle:Apache Flink Element Conversion
- Principle:Mlflow Mlflow Prompt Loading and Formatting
- Principle:Openclaw Openclaw Documentation Site Configuration
- Principle:NVIDIA TransformerEngine KV Cache Inference
- Principle:AUTOMATIC1111 Stable diffusion webui Environment Reproducibility
- Principle:Huggingface Diffusers Video Input Preparation
- Principle:Anthropics Anthropic sdk python Streaming Structured Output
- Principle:Huggingface Transformers Adapter Loading And Switching
- Principle:Apache Shardingsphere Cluster Metadata Synchronization
Implementations
- Implementation:NVIDIA NeMo Curator DecoderUtils
- Implementation:Teamcapybara Capybara Capybara Built In Drivers
- Implementation:Open compass VLMEvalKit CGBench Utils
- Implementation:CARLA simulator Carla ConcurrentQueue
- Implementation:Ggml org Ggml Cann backend api
- Implementation:Getgauge Taiko RunFile
- Implementation:Mlc ai Web llm Chat Completions Create
- Implementation:SeleniumHQ Selenium Bootstrap Main Entry
- Implementation:Diagram of thought Diagram of thought Format Compliance Validator
- Implementation:Run llama Llama index SentenceSplitter Configuration
Heuristics
- Heuristic:Axolotl ai cloud Axolotl FSDP Configuration Guide
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Deepset ai Haystack Logging Auto Detection
- Heuristic:Mlc ai Web llm Low Resource Model Selection
- Heuristic:Tencent Ncnn NMS Threshold Tuning
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Farama Foundation Gymnasium Shared Memory Vector Env Optimization
Environments
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:Apache Airflow Database Backend Environment
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Predibase Lorax Docker Container Runtime
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Microsoft Onnxruntime Windows Build Environment