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:Speechbrain Speechbrain Speaker Embedding Training
- Workflow:Online ml River Streaming Anomaly Detection
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:TA Lib Ta lib python Installation And Setup
- Workflow:Haifengl Smile Nearest Neighbor Search
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:Shiyu coder Kronos Batch Prediction
- Workflow:Apache Airflow Provider Distribution Development
Principles
- Principle:Vespa engine Vespa FRT Transport and Failover
- Principle:Cleanlab Cleanlab Object Detection Visualization
- Principle:Avhz RustQuant Fast Fourier Transform
- Principle:Apache Beam Pipeline Construction
- Principle:Nightwatchjs Nightwatch Client Initialization
- Principle:Farama Foundation Gymnasium MuJoCo Locomotion
- Principle:Anthropics Anthropic sdk python Provider API Interaction
- Principle:Pyro ppl Pyro Epidemiological Modeling
- Principle:FlowiseAI Flowise Evaluation Version Comparison
- Principle:Snorkel team Snorkel Slicing Function Application
Implementations
- Implementation:NVIDIA NeMo Aligner Anneal SDXL
- Implementation:Explodinggradients Ragas Messages Module
- Implementation:NVIDIA TransformerEngine Tensor Utils
- Implementation:EvolvingLMMs Lab Lmms eval Task Utility Interface
- Implementation:Rapidsai Cuml Permutation SHAP
- Implementation:Pytorch Serve Accelerate Handler
- Implementation:Truera Trulens Session Get Leaderboard
- Implementation:CrewAIInc CrewAI RAG CSV Loader
- Implementation:Gretelai Gretel synthetics Tokenizer Training Pipeline
- Implementation:Langfuse Langfuse Framework Trace Seed Data
Heuristics
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
- Heuristic:Sktime Pytorch forecasting Early Stopping Patience
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:Iterative Dvc YAML Dual Parser Strategy
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:Google deepmind Mujoco Solver Selection Guide
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:Mbzuai oryx Awesome LLM Post training Paper Deduplication Via Dict
- Heuristic:Openai Openai node Warning Deprecated Assistants API
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
Environments
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:Neuml Txtai Python Core Dependencies
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Spotify Luigi Python Runtime
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:PacktPublishing LLM Engineers Handbook API Credentials