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:Pola rs Polars Lazy Query Pipeline
- Workflow:PacktPublishing LLM Engineers Handbook Feature Engineering
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Obss Sahi COCO Evaluation
- Workflow:Ggml org Llama cpp Speculative Decoding
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Deepset ai Haystack Document Indexing Pipeline
Principles
- Principle:Pytorch Serve Semantic Segmentation
- Principle:OpenBMB UltraFeedback Result Collection
- Principle:AUTOMATIC1111 Stable diffusion webui Latent sampling
- Principle:Apache Airflow Trigger Handling
- Principle:Volcengine Verl Sandbox Code Execution
- Principle:Mlc ai Mlc llm Custom Request Routing
- Principle:ClickHouse ClickHouse Unaligned Memory Access
- Principle:Farama Foundation Gymnasium Composite Space Types
- Principle:Triton inference server Server Inference Correctness Testing
- Principle:Speechbrain Speechbrain Speaker Feature Pipeline
Implementations
- Implementation:Facebookresearch Audiocraft MusicGen set generation params
- Implementation:FlowiseAI Flowise AssistantDialog
- Implementation:Heibaiying BigData Notes DataStream Transformations
- Implementation:Apache Druid LocalStorage Keys
- Implementation:Haosulab ManiSkill FixedInspireHand
- Implementation:SeleniumHQ Selenium CacheLookup Annotation
- Implementation:Speechbrain Speechbrain Prepare Fisher Callhome
- Implementation:Helicone Helicone UseHasAccess
- Implementation:Farama Foundation Gymnasium Env Step Reset
- Implementation:BerriAI Litellm Search API Router
Heuristics
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:Rapidsai Cuml Quantile Split Differences
- Heuristic:Deepset ai Haystack Document Splitting Defaults
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Test Train Option Consistency
- Heuristic:Huggingface Alignment handbook EOS Token Alignment
- Heuristic:Rapidsai Cuml Batch Size Memory Tradeoff
- Heuristic:OpenGVLab InternVL LoRA Alpha Scaling
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
Environments
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Huggingface Datasets JAX Integration
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Kserve Kserve GPU Accelerator
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Intel Ipex llm Portable Environment
- Environment:Treeverse LakeFS Web UI Environment