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:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:Roboflow Rf detr Object Detection Inference
- Workflow:Huggingface Open r1 Dataset Pass Rate Filtering
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:Openai Openai node Chat Completion
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Protectai Modelscan Programmatic Model Scanning
- Workflow:Snorkel team Snorkel Multitask Classification
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
Principles
- Principle:Huggingface Peft Adapter Injection
- Principle:FlowiseAI Flowise Agentflow Edge Validation
- Principle:Ggml org Ggml GGUF Tensor Serialization
- Principle:LaurentMazare Tch rs Precision Control
- Principle:NVIDIA TransformerEngine Drop In LayerNorm Replacement
- Principle:Apache Shardingsphere Statement Type Classification
- Principle:TobikoData Sqlmesh Project Configuration
- Principle:Romsto Speculative Decoding Speculative Decoding
- Principle:PacktPublishing LLM Engineers Handbook Post Training Inference Validation
- Principle:Scikit learn Scikit learn Score Distribution Analysis
Implementations
- Implementation:Zai org CogVideo Args Parse Args
- Implementation:Huggingface Trl AutoModelForCausalLM From Pretrained DPO
- Implementation:Ollama Ollama Format Bytes
- Implementation:Sail sg LongSpec Triton Tree Attn Kernel
- Implementation:Infiniflow Ragflow DatasetFilter Component
- Implementation:Vibrantlabsai Ragas StringMetrics
- Implementation:Bitsandbytes foundation Bitsandbytes Adam8bit
- Implementation:FMInference FlexLLMGen AutoTokenizer Usage
- Implementation:Open compass VLMEvalKit VGRPBench Binairo
- Implementation:Online ml River Datasets Elec2
Heuristics
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
Environments
- Environment:Pyro ppl Pyro Funsor Backend
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:Apache Dolphinscheduler Database Backend
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Sgl project Sglang Kubernetes
- Environment:SqueezeAILab ETS Evaluation Python Stack