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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:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:Webdriverio Webdriverio Standalone Browser Automation
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:Avhz RustQuant Stochastic Process Simulation
- Workflow:Langgenius Dify Plugin Installation and Configuration
Principles
- Principle:Apache Paimon Catalog Object Model
- Principle:Ggml org Llama cpp Android Inference
- Principle:Ray project Ray Actor Instance Creation
- Principle:Ggml org Llama cpp Multimodal Projector Loading
- Principle:AUTOMATIC1111 Stable diffusion webui Task Serialization
- Principle:Mlc ai Web llm Chat Inference
- Principle:OpenGVLab InternVL Learning Rate Scheduling
- Principle:Infiniflow Ragflow Graph State Management
- Principle:OpenHands OpenHands Post Migration Verification
- Principle:Huggingface Transformers Tensor Parallel Model Loading
Implementations
- Implementation:Duckdb Duckdb Extension Promote Nightly
- Implementation:Neuml Txtai Textractor Call
- Implementation:LMCache LMCache FS Connector
- Implementation:Scikit learn Scikit learn FetchOlivettiFaces
- Implementation:Haosulab ManiSkill PickClutterYCB
- Implementation:Haotian liu LLaVA CLI Main
- Implementation:Apache Paimon FunctionChange
- Implementation:Openai Openai python Completion Create Params
- Implementation:FlowiseAI Flowise TablePagination
- Implementation:NVIDIA NeMo Aligner PickScore Dataset
Heuristics
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Test Train Option Consistency
- Heuristic:Huggingface Peft RSLoRA Scaling
- Heuristic:Zai org CogVideo Decord Import Order Bug
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
Environments
- Environment:Openai Whisper Triton
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Apache Paimon Optional Extensions
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Ucbepic Docetl Python Runtime
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:Duckdb Duckdb Release Publishing Env