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:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Neuml Txtai RAG Pipeline
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:Neuml Txtai Semantic Search
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:Dotnet Machinelearning Text Classification
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Onnx Onnx Model Composition
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
Principles
- Principle:ClickHouse ClickHouse Fast Integer Formatting
- Principle:Mit han lab Llm awq WikiText Perplexity Evaluation
- Principle:Explodinggradients Ragas Swarm Message Conversion
- Principle:Marker Inc Korea AutoRAG Pipeline Runner Initialization
- Principle:Helicone Helicone Central Registry Indexing
- Principle:Volcengine Verl Trajectory Reward Shaping
- Principle:Liu00222 Open Prompt Injection Model Creation
- Principle:Gretelai Gretel synthetics DGAN Configuration
- Principle:Huggingface Datasets Feature Type Definition
- Principle:Datahub project Datahub Entity Retrieval
Implementations
- Implementation:NVIDIA TransformerEngine Comm GEMM C API
- Implementation:Google deepmind Dm control OSMesa Context
- Implementation:Kubeflow Pipelines Convert CSV To Parquet Op
- Implementation:Datajuicer Data juicer MetaTagsAggregator
- Implementation:Pyro ppl Pyro Pyro Deterministic
- Implementation:Anthropics Anthropic sdk python JSONL Decoder
- Implementation:Hiyouga LLaMA Factory WebUI Interface
- Implementation:Turboderp org Exllamav2 FPx Quantization
- Implementation:DataTalksClub Data engineering zoomcamp Ride Data Model
- Implementation:CARLA simulator Carla ConcurrentQueue
Heuristics
- Heuristic:Intel Ipex llm CCL Distributed Training Tips
- Heuristic:FMInference FlexLLMGen Sequence Length Alignment
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
Environments
- Environment:Pola rs Polars Python Runtime Environment
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Ggml org Ggml Vulkan GPU Environment