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:Axolotl ai cloud Axolotl Full Finetuning Distributed
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
- Workflow:Huggingface Trl GRPO Training
- Workflow:Langgenius Dify Docker Deployment
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Huggingface Datasets Dataset Loading and Exploration
Principles
- Principle:Princeton nlp Tree of thought llm Experiment Configuration
- Principle:Trailofbits Fickling Stacked Pickle Parsing
- Principle:Bigscience workshop Petals Data Preparation
- Principle:DistrictDataLabs Yellowbrick Silhouette Analysis
- Principle:Microsoft Onnxruntime Source Framework Training
- Principle:Online ml River Online Recommendation
- Principle:Mbzuai oryx Awesome LLM Post training Multi Sheet Excel Export
- Principle:Dagster io Dagster Declarative Automation
- Principle:Microsoft LoRA Low Rank Layer Replacement
- Principle:Mlfoundations Open flamingo Distributed Result Aggregation
Implementations
- Implementation:Run llama Llama index MultiModalLLM
- Implementation:LMCache LMCache Remote Backend Check
- Implementation:Ray project Ray Serve ReplicaConfig
- Implementation:Openai Openai node Browser Webpack Lockfile
- Implementation:Avhz RustQuant BlackDermanToy
- Implementation:Neuml Txtai WordVectors
- Implementation:Norrrrrrr lyn WAInjectBench LogisticRegression Fit
- Implementation:Openai Openai node Node CJS Auto Lockfile
- Implementation:Vibrantlabsai Ragas PydanticPrompt
- Implementation:Webdriverio Webdriverio BidiCore Class
Heuristics
- Heuristic:Farama Foundation Gymnasium Action Space Normalization Tip
- Heuristic:Microsoft Playwright Test Stability Practices
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:LMCache LMCache Chunk Size And Default Config
Environments
- Environment:BerriAI Litellm Provider API Credentials
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Tencent Ncnn Build Environment
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Neuml Txtai Python Core Environment
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Apache Paimon Python Core Runtime
- Environment:Neuml Txtai Optional Extras Dependencies