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:Triton inference server Server Ensemble Model Pipeline
- Workflow:Axolotl ai cloud Axolotl Full Finetuning Distributed
- Workflow:Iterative Dvc Plot Visualization
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:Guardrails ai Guardrails Structured Data Generation
- Workflow:Lance format Lance Version Management
- Workflow:Apache Spark Kubernetes Deployment
- Workflow:OpenRLHF OpenRLHF Knowledge Distillation
- Workflow:LaurentMazare Tch rs MNIST Training
Principles
- Principle:Recommenders team Recommenders Data Loading MovieLens Pandas
- Principle:CARLA simulator Carla Map Loading
- Principle:Onnx Onnx IO Map Definition
- Principle:Heibaiying BigData Notes Hive Table Definition
- Principle:Apache Hudi Docker Prerequisites Check
- Principle:ARISE Initiative Robosuite Gripper Model Design
- Principle:CrewAIInc CrewAI Iterative Improvement
- Principle:Microsoft Onnxruntime Model Metadata Inspection
- Principle:Sdv dev SDV Sequential Data Sampling
- Principle:Interpretml Interpret Optimal Transport Selection
Implementations
- Implementation:Infiniflow Ragflow Rag Tokenizer Tokenize
- Implementation:Hiyouga LLaMA Factory Constants
- Implementation:Bentoml BentoML Client Base
- Implementation:Tensorflow Serving MNIST Input Data
- Implementation:PacktPublishing LLM Engineers Handbook Create Train Test Split
- Implementation:Triton inference server Server CommonUtils
- Implementation:Alibaba MNN FlatBuffers Core Header
- Implementation:AUTOMATIC1111 Stable diffusion webui System Info
- Implementation:Huggingface Transformers Load Adapter
- Implementation:Fastai Fastbook Embedding Inspection
Heuristics
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:Rapidsai Cuml Batch Size Memory Tradeoff
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Langchain ai Langchain Deprecation Version Tracking
- Heuristic:Mlc ai Mlc llm BLAS Dispatch Decision
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
Environments
- Environment:Openai CLIP Python Dependencies
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Obss Sahi Python Image Processing
- Environment:Vllm project Vllm Benchmarks
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:Unstructured IO Unstructured All Docs
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Recommenders team Recommenders Spark Environment
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:OpenHands OpenHands Integration Credentials