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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:Microsoft Autogen Multi Agent Conversation
- Workflow:VainF Torch Pruning Sparse Training Pruning
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:PeterL1n BackgroundMattingV2 Model export
Principles
- Principle:Apache Dolphinscheduler Query Execution Through Connection
- Principle:Trailofbits Fickling Hook Deactivation
- Principle:Apache Paimon Catalog Setup for Ray
- Principle:Ollama Ollama Server Initialization
- Principle:OWASP Www project top 10 for large language model applications Automated Vulnerability Scanning
- Principle:Huggingface Datatrove CSV Data Reading
- Principle:Mage ai Mage ai Destination Configuration
- Principle:Huggingface Transformers Quantization Verification
- Principle:FlowiseAI Flowise Chatflow Persistence
- Principle:Bigscience workshop Petals Chatbot Model Loading
Implementations
- Implementation:Ollama Ollama Convert Glm4MoeLite
- Implementation:Farama Foundation Gymnasium Vector Rendering Wrappers
- Implementation:Infiniflow Ragflow TagWordCloud Component
- Implementation:Deepspeedai DeepSpeed CUDA Accelerator
- Implementation:Tensorflow Tfjs Activations
- Implementation:Open compass VLMEvalKit VCRBench Cau Acc
- Implementation:NVIDIA NeMo Curator DocumentModifier
- Implementation:Facebookresearch Habitat lab EqaCnnPretrainDataset
- Implementation:Zai org CogVideo Video Autoencoder Loss
- Implementation:Neuml Txtai Benchmarks
Heuristics
- Heuristic:DevExpress Testcafe Docker Chrome Tab Retry
- Heuristic:Romsto Speculative Decoding KV Cache Instability
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Alibaba MNN NC4HW4 Data Layout
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
Environments
- Environment:Huggingface Datasets Image Dependencies
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Protectai Llm guard API Server Deployment
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Allenai Open instruct Docker Container
- Environment:Microsoft LoRA PyTorch CUDA Environment
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies