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:Mlflow Mlflow Model Serving
- Workflow:Haifengl Smile Nearest Neighbor Search
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:Huggingface Open r1 Dataset Pass Rate Filtering
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:PeterL1n BackgroundMattingV2 Model export
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
Principles
- Principle:Ggml org Llama cpp OpenAI API Endpoints
- Principle:Huggingface Datasets PDF Feature Handling
- Principle:Pola rs Polars Query Plan Inspection
- Principle:Bigscience workshop Petals Distributed Model Loading
- Principle:NVIDIA DALI File Reading
- Principle:Run llama Llama index Batch Evaluation Setup
- Principle:MaterializeInc Materialize Workload Replay
- Principle:Mage ai Mage ai SQL Schema Discovery
- Principle:Huggingface Alignment handbook Config Parsing
- Principle:Farama Foundation Gymnasium MuJoCo Locomotion
Implementations
- Implementation:MarketSquare Robotframework browser New Context For API
- Implementation:Interpretml Interpret SPOTgreedy
- Implementation:Huggingface Trl GRPOTrainer Init
- Implementation:Facebookresearch Habitat lab EqaCnnPretrainDataset
- Implementation:Arize ai Phoenix Evaluation DataFrame Schema
- Implementation:Alibaba ROLL Adapter Utils
- Implementation:Google deepmind Mujoco MJWarp Init
- Implementation:Interpretml Interpret Clean Dimensions
- Implementation:Microsoft DeepSpeedExamples PreLN Bert LayerDrop Modeling
- Implementation:Ggml org Llama cpp Regex Partial Header
Heuristics
- Heuristic:Groq Groq python Retry Backoff Strategy
- Heuristic:Huggingface Peft LoRA Default Configuration
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:Langchain ai Langchain Deprecation Version Tracking
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:NVIDIA NeMo Aligner PPO Critic Warmup Tip
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:Unstructured IO Unstructured Chunk Size Tuning
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
Environments
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Cypress io Cypress Linux Display Server
- Environment:Vllm project Vllm Python Dependencies
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Vllm project Vllm Buildkite
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment