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:Openai Openai node Structured Output Parsing
- Workflow:Microsoft Autogen Multi Agent Conversation
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:FlagOpen FlagEmbedding Reranker Inference
- Workflow:Ray project Ray Cross Language Invocation
- Workflow:Sail sg LongSpec Long Context Evaluation
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Lakeraai Pint benchmark Custom Dataset Benchmarking
- Workflow:CARLA simulator Carla Building from Source
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
Principles
- Principle:Risingwavelabs Risingwave CDC Source Streaming
- Principle:Apache Kafka JVM Configuration
- Principle:Junyanz Pytorch CycleGAN and pix2pix Pretrained Model Download
- Principle:Huggingface Diffusers Conditioning Image Preparation
- Principle:Nautechsystems Nautilus trader Instrument Registration
- Principle:Tencent Ncnn Dependency Free Build
- Principle:Lm sys FastChat Conversation Format Validation
- Principle:Microsoft Onnxruntime Checkpoint Saving
- Principle:Apache Paimon Distributed Write via Ray
- Principle:Tensorflow Serving HTTP Server Implementation
Implementations
- Implementation:Openai Openai python Shared Params Responses Model
- Implementation:Apache Airflow DAG Constructor
- Implementation:Haosulab ManiSkill HumanoidPickPlace
- Implementation:Hiyouga LLaMA Factory V1 Rendering Plugin
- Implementation:Langfuse Langfuse PromptService Cache
- Implementation:Tensorflow Tfjs CPU Conv2DBackpropInput Kernel
- Implementation:Avhz RustQuant Accumulate
- Implementation:Deepspeedai DeepSpeed RISCV SHM
- Implementation:Lance format Lance LegacyPackedStructEncoding
- Implementation:Microsoft DeepSpeedExamples Vision Transformer Model
Heuristics
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Microsoft LoRA Scaling Factor Alpha Over R
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
Environments
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Ollama Ollama CGo Runtime
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Apache Druid Druid Cluster Api