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:TobikoData Sqlmesh Model development and testing
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:BerriAI Litellm SDK Completion
- Workflow:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Nautechsystems Nautilus trader Strategy development
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
Principles
- Principle:Sdv dev SDV Local Data IO
- Principle:Iamhankai Forest of Thought Chain of Thought Reasoning
- Principle:Openai Whisper Audio Loading
- Principle:Facebookresearch Audiocraft Export Directory Organization
- Principle:Openai Evals Multiple Choice Evaluation
- Principle:Speechbrain Speechbrain Seq2Seq ASR Training
- Principle:Langgenius Dify Workflow Application Creation
- Principle:Haosulab ManiSkill LeRobot Format Export
- Principle:DataTalksClub Data engineering zoomcamp Chunked Data Ingestion
- Principle:Anthropics Anthropic sdk python Tool Definition
Implementations
- Implementation:NVIDIA DALI Pipeline Def Decorator
- Implementation:TA Lib Ta lib python Abstract Function Configuration
- Implementation:Mlc ai Web llm Web Worker MLC Engine Handler
- Implementation:Apache Airflow Stats Singleton
- Implementation:CARLA simulator Carla World Get Random Location From Navigation
- Implementation:Tensorflow Serving Predict Impl Test
- Implementation:Vespa engine Vespa Component ABI Spec
- Implementation:Puppeteer Puppeteer HTTPResponse
- Implementation:Huggingface Transformers BenchmarkRunner Load Model
- Implementation:Dagster io Dagster DuckDB Resource
Heuristics
- Heuristic:Haifengl Smile Platform Native Library Selection
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:Avhz RustQuant Interpolation Method Selection
- Heuristic:Scikit learn Scikit learn Random State Management
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:Apache Spark Serialization Optimization
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:Eric mitchell Direct preference optimization TF32 Matmul Precision
Environments
- Environment:Apache Druid Web Console Development
- Environment:Datahub project Datahub Java Build
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Ucbepic Docetl Frontend Node Environment