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:Duckdb Duckdb Code Generation Pipeline
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:Open compass VLMEvalKit Image Benchmark Evaluation
- Workflow:Dagster io Dagster Bluesky Analytics
- Workflow:Roboflow Rf detr Custom Dataset Finetuning
- Workflow:Huggingface Open r1 Model Evaluation
Principles
- Principle:NVIDIA NeMo Curator Web Data Acquisition
- Principle:Haotian liu LLaVA LoRA Weight Merging
- Principle:Langgenius Dify Frontend Architecture
- Principle:Mlfoundations Open flamingo Visual Question Answering Evaluation
- Principle:AUTOMATIC1111 Stable diffusion webui UI Component Pattern
- Principle:LLMBook zh LLMBook zh github io BPE Tokenization
- Principle:Huggingface Diffusers Training Configuration
- Principle:Langchain ai Langgraph Remote Client Connection
- Principle:Tensorflow Tfjs Define Model Architecture
- Principle:Microsoft LoRA GLUE Data Download
Implementations
- Implementation:Microsoft Semantic kernel OpenAIPromptExecutionSettings
- Implementation:Huggingface Datasets Dataset To Parquet
- Implementation:CARLA simulator Carla MeshReconstruction
- Implementation:Huggingface Diffusers VideoProcessor
- Implementation:Neuml Txtai Audio Signal Processing
- Implementation:SeleniumHQ Selenium PrintOptions
- Implementation:Junyanz Pytorch CycleGAN and pix2pix TestModel Forward
- Implementation:Explodinggradients Ragas CacheInterface And DiskCacheBackend
- Implementation:Google deepmind Mujoco MJWarp Constraint
- Implementation:Alibaba ROLL Patcher
Heuristics
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:Kornia Kornia Gradient Detach Stability
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:Kubeflow Kubeflow Sequential Infrastructure Deployment
- Heuristic:Duckdb Duckdb Test Development Guidelines
- Heuristic:Bentoml BentoML Adaptive Batching Tuning
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
- Heuristic:Ray project Ray NaN Score Filtering In PBT
- Heuristic:Testtimescaling Testtimescaling github io Persist Credentials False
Environments
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:BerriAI Litellm Observability Stack
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:Apache Paimon Optional Extensions
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:NVIDIA NeMo Curator Video Codec Stack