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:Kornia Kornia Edge Detection Pipeline
- Workflow:DataExpert io Data engineer handbook Flink Kafka Streaming Pipeline
- Workflow:Sktime Pytorch forecasting TFT Hyperparameter Optimization
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Google deepmind Dm control Control Suite RL Training
- Workflow:Huggingface Optimum Automatic Tensor Parallelization
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Microsoft Playwright AI agent driven testing
Principles
- Principle:Microsoft Autogen Handoff Termination
- Principle:Norrrrrrr lyn WAInjectBench Per File Text Detection
- Principle:Langgenius Dify Annotation System
- Principle:Tensorflow Serving Container Registry Push
- Principle:Microsoft DeepSpeedExamples DeepSpeed CLI Integration
- Principle:AUTOMATIC1111 Stable diffusion webui Webui Performance Profiling
- Principle:Ollama Ollama CLIDisplay
- Principle:Google deepmind Dm control Task Definition
- Principle:Scikit learn Scikit learn Online Learning
- Principle:Huggingface Datasets PDF Feature Handling
Implementations
- Implementation:Microsoft DeepSpeedExamples Create DSVL Model
- Implementation:Kornia Kornia DexiNed Detector
- Implementation:Puppeteer Puppeteer Cdp ExtensionTransport
- Implementation:Arize ai Phoenix Client Rate Limiters
- Implementation:Turboderp org Exllamav2 Sampling H
- Implementation:Intel Ipex llm AutoModelForCausalLM From Pretrained PP
- Implementation:Apache Paimon DlfSigner
- Implementation:Guardrails ai Guardrails ValidatorPackageService
- Implementation:NVIDIA NeMo Curator XennaExecutor
- Implementation:Microsoft Autogen Component Schema Gen
Heuristics
- Heuristic:DevExpress Testcafe Assertion Retry Timing
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Mage ai Mage ai HTTP Error Classification
- Heuristic:Bigscience workshop Petals Randomized Rebalancing Intervals
- Heuristic:Unslothai Unsloth Merge Memory Management
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
Environments
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Langchain ai Langchain Python 3 10 Runtime
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Allenai Open instruct Beaker Cluster
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Hpcaitech ColossalAI CUDA GPU Environment