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:Langgenius Dify Plugin Management
- Workflow:Vespa engine Vespa Logging framework initialization
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:Spcl Graph of thoughts GoT Keyword Counting Pipeline
- Workflow:Langfuse Langfuse Dataset experiment pipeline
- Workflow:LaurentMazare Tch rs MNIST Training
- Workflow:Haotian liu LLaVA Web Demo Deployment
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:Heibaiying BigData Notes Spark SQL Data Analysis
- Workflow:OpenRLHF OpenRLHF SFT Training
Principles
- Principle:Huggingface Datatrove HuggingFace Hub Writing
- Principle:Kserve Kserve InferenceGraph Specification
- Principle:Mage ai Mage ai Destination Configuration
- Principle:Ggml org Llama cpp Server Startup
- Principle:Tencent Ncnn SSD Object Detection
- Principle:Deepspeedai DeepSpeed SP Data Preparation
- Principle:Duckdb Duckdb Regression Analysis And Reporting
- Principle:Deepspeedai DeepSpeed CPU Communication Backends
- Principle:Groq Groq python Stream Chunk Processing
- Principle:Openai Openai python Embedding Result Processing
Implementations
- Implementation:Datahub project Datahub S3Emitter
- Implementation:Huggingface Transformers Create Packed Sequences
- Implementation:Spotify Luigi Task Lifecycle
- Implementation:Langgenius Dify Use Models
- Implementation:Run llama Llama index QueryFusionRetriever
- Implementation:FlagOpen FlagEmbedding FlagAutoModel From Finetuned Validation
- Implementation:LaurentMazare Tch rs Neural Style Transfer
- Implementation:Kubeflow Pipelines Pipeline Runner Role
- Implementation:FlowiseAI Flowise CanvasStickyNote
- Implementation:Huggingface Peft IA3Model
Heuristics
- Heuristic:Explodinggradients Ragas Concurrency And Rate Limiting
- Heuristic:Pola rs Polars GPU Aggregation Join Speedup
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:Fastai Fastbook Dropout Regularization
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
Environments
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Wandb Weave Python SDK Runtime
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:Huggingface Diffusers Training Environment
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Lucidrains X transformers PyTorch CUDA