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:Ggml org Ggml GPT2 Text Generation
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Apache Flink Stream File Compaction
- Workflow:Protectai Llm guard Scanner Benchmarking
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:Dagster io Dagster DSPy Optimization
- Workflow:Axolotl ai cloud Axolotl Full Finetuning Distributed
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
Principles
- Principle:Triton inference server Server Backend Integration Testing
- Principle:Scikit learn Scikit learn Kernel Methods
- Principle:SeldonIO Seldon core Experiment Lifecycle Management
- Principle:Ggml org Llama cpp Public C API
- Principle:Tensorflow Serving Version Promotion And Rollback
- Principle:Teamcapybara Capybara File Uploads
- Principle:InternLM Lmdeploy SmoothQuant Quantization
- Principle:Vespa engine Vespa Unicode Normalization
- Principle:Neuml Txtai Custom Function Tools
- Principle:Cleanlab Cleanlab Spurious Correlation Analysis
Implementations
- Implementation:OpenHands OpenHands SaaS Server ASGI App
- Implementation:Google deepmind Dm control Binding Generator
- Implementation:Infiniflow Ragflow DocStoreConn Insert
- Implementation:SeleniumHQ Selenium HasAuthentication
- Implementation:Online ml River Forest AMFClassifier
- Implementation:Lance format Lance Schema Evolution Ops
- Implementation:Infiniflow Ragflow DelimiterFormField Component
- Implementation:Getgauge Taiko Repl Initialize
- Implementation:Google deepmind Mujoco MJX Math
- Implementation:ClickHouse ClickHouse Musl Log Data
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Test Train Option Consistency
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:Langchain ai Langgraph Retry Policy Configuration
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Facebookresearch Audiocraft Gradient Balancing For Multi Loss
- Heuristic:Openai CLIP CLIP Normalization Constants
Environments
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Kserve Kserve Knative Serving
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Neuml Txtai API Server Configuration
- Environment:Apache Kafka Docker Build Environment