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 Kafka Topic Management
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Triton inference server Server Model Performance Tuning
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:HKUDS AI Trader Multi Agent Comparison
Principles
- Principle:Openai CLIP Image Preprocessing
- Principle:Kornia Kornia Inlier Extraction
- Principle:Dotnet Machinelearning Gradient Boosted Tree Histogram
- Principle:CARLA simulator Carla Road Network Graph Construction
- Principle:FMInference FlexLLMGen Few Shot Prompt Construction
- Principle:Allenai Open instruct Tensor Caching
- Principle:NVIDIA TransformerEngine KV Cache Inference
- Principle:FlagOpen FlagEmbedding Training Data Preparation
- Principle:Mage ai Mage ai JSON Schema Loading
- Principle:Nightwatchjs Nightwatch Configuration Setup
Implementations
- Implementation:InternLM Lmdeploy Load Image
- Implementation:Run llama Llama index LLMRerank
- Implementation:Intel Ipex llm StartRecentKVCache
- Implementation:PrefectHQ Prefect Asset Constructor
- Implementation:Datahub project Datahub HasOwners Mixin
- Implementation:Apache Shardingsphere PushDownMetaDataRefreshEngine Refresh
- Implementation:Apache Hudi Build Docker Images Script
- Implementation:Ggml org Llama cpp Get Evaluation Dataset
- Implementation:Farama Foundation Gymnasium JaxToNumpy
- Implementation:Sail sg LongSpec VLLM Request Generator
Heuristics
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Cohere ai Cohere python Embed Auto Batching Strategy
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
Environments
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Protectai Modelscan TensorFlow Optional
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:Spotify Luigi Apache Spark
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Cypress io Cypress Browser Requirements