Main Page
27,667
Total Pages
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.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| 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:Googleapis Python genai Multimodal Content Generation
- Workflow:Evidentlyai Evidently Data Drift Monitoring
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:Vibrantlabsai Ragas Agent Evaluation
- Workflow:Microsoft LoRA GPT2 NLG Finetuning
- Workflow:Explodinggradients Ragas Agent Evaluation
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
Principles
- Principle:EvolvingLMMs Lab Lmms eval Request Construction
- Principle:Datajuicer Data juicer Dataset Loading
- Principle:Alibaba MNN Compression Tool Setup
- Principle:Kserve Kserve Graph Topology Design
- Principle:Tensorflow Tfjs Graph Execution
- Principle:Huggingface Open r1 High Concurrency Inference
- Principle:Junyanz Pytorch CycleGAN and pix2pix Training Options Configuration
- Principle:Haotian liu LLaVA Model Validation
- Principle:Neuml Txtai Document Indexing
- Principle:Iamhankai Forest of Thought Argument Parsing
Implementations
- Implementation:Alibaba MNN Protobuf Struct PB H
- Implementation:NVIDIA TransformerEngine Fused Attn F16 Arbitrary Seqlen
- Implementation:Haosulab ManiSkill PDJointPosVelController
- Implementation:MaterializeInc Materialize Feature Benchmark Framework
- Implementation:Ucbepic Docetl Directive CascadeFiltering
- Implementation:Allenai Open instruct SimplePreferenceCollator
- Implementation:Huggingface Datasets DownloadConfig
- Implementation:Online ml River Stats Quantile
- Implementation:Mlc ai Mlc llm Fuse Transpose Matmul
- Implementation:Deepspeedai DeepSpeed Quantization Utils
Heuristics
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:CarperAI Trlx PEFT LoRA Integration
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Sail sg LongSpec Triton Block Size Tuning
Environments
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Tensorflow Tfjs Python Converter
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Bentoml BentoML Python Runtime
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Apache Beam Java Build Environment