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:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Apache Flink File Sink Pipeline
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Nightwatchjs Nightwatch Cucumber BDD Integration
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
Principles
- Principle:ClickHouse ClickHouse Math Compatibility Functions
- Principle:Lance format Lance Tokenizer Configuration
- Principle:Speechbrain Speechbrain CTC Training Loop
- Principle:Duckdb Duckdb FSST String Compression
- Principle:Googleapis Python genai Local Tokenization
- Principle:Microsoft Agent framework Conditional Routing
- Principle:NVIDIA TransformerEngine Complete Transformer Layer
- Principle:HKUDS AI Trader Frontend Asset Visualization
- Principle:Ollama Ollama Hyperparameter Extraction
- Principle:PeterL1n BackgroundMattingV2 Homographic alignment
Implementations
- Implementation:Sgl project Sglang LLaVA Video Pipeline
- Implementation:Treeverse LakeFS Authentication API Spec
- Implementation:Huggingface Datasets Load Dataset Streaming
- Implementation:FlowiseAI Flowise ConditionDialog
- Implementation:Kserve Kserve InferenceService CRD Spec
- Implementation:Interpretml Interpret MorrisSensitivity
- Implementation:CARLA simulator Carla Show Recorder File Info Tool
- Implementation:NVIDIA DALI KernelManager
- Implementation:Duckdb Duckdb Brotli Encoder
- Implementation:Microsoft Playwright CrConnection
Heuristics
- Heuristic:Romsto Speculative Decoding Seed Fixing For Reproducibility
- Heuristic:Spotify Luigi Parameter Propagation Decorators
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:ARISE Initiative Robomimic Data Worker Tuning By Modality
- Heuristic:TobikoData Sqlmesh Forward Only Safety
- Heuristic:Huggingface Datasets Flatten Indices Performance
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
Environments
- Environment:Apache Airflow Docker Container Environment
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:Ray project Ray Python Runtime Environment
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Openai Evals OpenAI API Configuration
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Unstructured IO Unstructured OpenAI API