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:Hpcaitech ColossalAI Model Evaluation
- Workflow:Interpretml Interpret EBM Model Merging
- Workflow:CarperAI Trlx PPO Sentiment Training
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:Togethercomputer Together python Chat Completion
- Workflow:Eventual Inc Daft Distributed UDF Processing
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:Lakeraai Pint benchmark Custom System Evaluation
Principles
- Principle:Tensorflow Serving Multi Inference
- Principle:Apache Paimon Split Based Reading
- Principle:Scikit learn Scikit learn Feature Transformation
- Principle:Alibaba ROLL Agentic Advantage Estimation
- Principle:Protectai Llm guard Sentiment Analysis
- Principle:Norrrrrrr lyn WAInjectBench Per File Text Detection
- Principle:Mlc ai Web llm Tool Call Extraction
- Principle:Turboderp org Exllamav2 Model Compilation
- Principle:Mlfoundations Open flamingo Dual Dataset Training Loop
- Principle:ClickHouse ClickHouse Optimized Memcpy
Implementations
- Implementation:NVIDIA DALI C API V2 Init
- Implementation:InternLM Lmdeploy Impl 81616
- Implementation:Open compass VLMEvalKit VideoMME
- Implementation:Infiniflow Ragflow FeedbackDialog Component
- Implementation:Confident ai Deepeval TaskCompletionMetric
- Implementation:CrewAIInc CrewAI Exa Search Tool
- Implementation:Eventual Inc Daft PyO3 Root Module
- Implementation:Tensorflow Tfjs LayersModel Compile
- Implementation:Bitsandbytes foundation Bitsandbytes GlobalOptimManager
- Implementation:Microsoft Playwright BidiCommands Types
Heuristics
- Heuristic:Openai Openai node Warning Deprecated Assistants API
- Heuristic:Avhz RustQuant Discretization Scheme Selection
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Sail sg LongSpec TF32 And FP16 Training
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Sktime Pytorch forecasting Learning Rate Scheduling
Environments
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Togethercomputer Together python Fine Tuning Data Requirements
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Huggingface Peft Optional Quantization Backends