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:Apache Hudi Flink Schema Evolution
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Axolotl ai cloud Axolotl Full Finetuning Distributed
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:Apache Paimon Vector Similarity Search
Principles
- Principle:Wandb Weave LLM Call Interception
- Principle:Haosulab ManiSkill Registration Pattern
- Principle:Ggml org Ggml Hexagon DSP Computation
- Principle:Marker Inc Korea AutoRAG Quality Filtering And Export
- Principle:DataTalksClub Data engineering zoomcamp Kestra Data Extraction
- Principle:AUTOMATIC1111 Stable diffusion webui Settings UI
- Principle:Astronomer Astronomer cosmos TaskGroup Rendering
- Principle:Sktime Pytorch forecasting TimeXer Architecture
- Principle:Kubeflow Pipelines Cross Format Validation
- Principle:Microsoft Agent framework Custom Aggregation Pattern
Implementations
- Implementation:Avhz RustQuant LinearRegression
- Implementation:Ollama Ollama Routes Aliases
- Implementation:Tensorflow Serving Thread Pool Factory
- Implementation:InternLM Lmdeploy AttentionQuantization
- Implementation:Apache Paimon TableRead To Ray Lance
- Implementation:Huggingface Trl GRPO Reward Functions
- Implementation:Apache Shardingsphere ShowProcessListHandler Handle
- Implementation:Ggml org Ggml Zdnn backend
- Implementation:Arize ai Phoenix Legacy Span Templates
- Implementation:Open compass VLMEvalKit Video MMLU CAP
Heuristics
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:Rapidsai Cuml Dask Data Partitioning
- Heuristic:Microsoft Onnxruntime Flash Attention Optimization
- Heuristic:HKUDS AI Trader Market Type Auto Detection
- Heuristic:Huggingface Diffusers VAE Scaling Factors
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Onnx Onnx Shape Inference Limitations
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:Haifengl Smile Quarkus Async Context Handling
Environments
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:Obss Sahi Python Image Processing
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:Kubeflow Pipelines Python SDK
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Snorkel team Snorkel PySpark
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:FMInference FlexLLMGen CUDA GPU