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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:Haosulab ManiSkill Sim2Real Deployment
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:Langfuse Langfuse Prompt management lifecycle
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:ClickHouse ClickHouse Building From Source
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:Zai org CogVideo Video Captioning
- Workflow:Googleapis Python genai Context Caching
- Workflow:Haifengl Smile Nearest Neighbor Search
Principles
- Principle:Online ml River Conformal Prediction
- Principle:CarperAI Trlx ROUGE Evaluation
- Principle:Microsoft Semantic kernel Observability Filters
- Principle:Apache Druid Spec Review and Task Submission
- Principle:LMCache LMCache KV Cache Storage
- Principle:Pytorch Serve Model Registration
- Principle:Scikit learn Scikit learn Learning Curve Analysis
- Principle:Microsoft Playwright Validate API Responses
- Principle:Triton inference server Server Ensemble Pipeline Testing
- Principle:Ggml org Llama cpp LoggingInfrastructure
Implementations
- Implementation:SeleniumHQ Selenium SeleniumManager GetBinaryPaths
- Implementation:AUTOMATIC1111 Stable diffusion webui VectorQuantizer2
- Implementation:Bentoml BentoML Server Classes
- Implementation:Ggml org Llama cpp Regex Partial
- Implementation:Sktime Pytorch forecasting TimeSeriesDataSet Init
- Implementation:Microsoft DeepSpeedExamples Nvidia PreLN Bert Modeling
- Implementation:Huggingface Transformers Init Process Group
- Implementation:Kserve Kserve InferenceService Full CRD
- Implementation:Bitsandbytes foundation Bitsandbytes Linear4bit Forward
- Implementation:TA Lib Ta lib python Abstract Input Preparation
Heuristics
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Fastai Fastbook Embedding Size Rule
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:Arize ai Phoenix Warning Deprecated VertexAIModel
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:Huggingface Open r1 Test Batch Early Termination
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
- Heuristic:Ggml org Ggml Quantization Type Selection
Environments
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Guardrails ai Guardrails LLM Provider API Keys
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment