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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:Lance format Lance Full Text Search
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Microsoft Onnxruntime Python Inference Pipeline
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Bitsandbytes foundation Bitsandbytes 4bit QLoRA Inference
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Haotian liu LLaVA Web Demo Deployment
Principles
- Principle:DistrictDataLabs Yellowbrick Dataset Loading
- Principle:Microsoft DeepSpeedExamples RLHF Data Preparation
- Principle:AUTOMATIC1111 Stable diffusion webui Merge output options
- Principle:Microsoft Onnxruntime Session Options Configuration
- Principle:Google deepmind Mujoco Quasi Random Sequences
- Principle:Openclaw Openclaw Gateway Restart
- Principle:Webdriverio Webdriverio Component Test Rendering
- Principle:NVIDIA DALI TensorFlow Training Integration
- Principle:FMInference FlexLLMGen HELM Tokenizer Adaptation
- Principle:Kserve Kserve Admission Webhook Processing
Implementations
- Implementation:Kornia Kornia Sepia Filter
- Implementation:Ucbepic Docetl Directive CascadeFiltering
- Implementation:Google deepmind Dm control Reference Pose Utils
- Implementation:Langgenius Dify Frontend Package
- Implementation:Promptfoo Promptfoo Root Package Lock
- Implementation:Hpcaitech ColossalAI GPT Judge
- Implementation:Bentoml BentoML GRPC Access Interceptor
- Implementation:Ollama Ollama Format Time
- Implementation:SeleniumHQ Selenium ChromiumNetworkConditions
- Implementation:OpenHands OpenHands SlackV1CallbackProcessor
Heuristics
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:Confident ai Deepeval Secret Management Best Practices
- Heuristic:Huggingface Transformers Label Smoothing Multi Label Warning
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:SeleniumHQ Selenium Warning Deprecated HasDownloads GetDownloadableFiles
- Heuristic:Huggingface Alignment handbook EOS Token Alignment
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
Environments
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Kserve Kserve VLLM Runtime
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Huggingface Alignment handbook Python Datasets