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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:NVIDIA DALI Image Classification Training PyTorch
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:BerriAI Litellm SDK Completion
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Intel Ipex llm Pipeline Parallel Inference
Principles
- Principle:FlowiseAI Flowise Variable Management
- Principle:Tencent Ncnn Video Matting
- Principle:Deepspeedai DeepSpeed AutoTP Model Loading
- Principle:Apache Druid Visualization Module Selection
- Principle:Openai Evals YAML Registry Configuration
- Principle:FMInference FlexLLMGen HELM Dependency Installation
- Principle:Online ml River Drift Retraining
- Principle:Langchain ai Langchain Vector Store Initialization
- Principle:Apache Flink File Compaction Strategy
- Principle:Langfuse Langfuse Batch Export Format Transformation
Implementations
- Implementation:Googleapis Python genai Live Converters
- Implementation:Kornia Kornia Draw Primitives
- Implementation:Microsoft DeepSpeedExamples ZenFlow Finetune Llama
- Implementation:Evidentlyai Evidently Dataset As Dataframe
- Implementation:Datajuicer Data juicer PythonLambdaMapper
- Implementation:Ggml org Llama cpp Mmap
- Implementation:Avhz RustQuant Exponential Interpolation
- Implementation:Datajuicer Data juicer RemoveNonChineseCharacterlMapper
- Implementation:Google deepmind Mujoco MJWarp Passive
- Implementation:Huggingface Datasets WebDataset Builder
Heuristics
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:Speechbrain Speechbrain Nonfinite Loss Handling
Environments
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:Tensorflow Serving Python Client Environment
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:Online ml River Python Runtime Environment
- Environment:Diagram of thought Diagram of thought LLM API