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:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:NVIDIA NeMo Aligner Reward Model Training
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:ChenghaoMou Text dedup Suffix Array Deduplication
- Workflow:SeldonIO Seldon core HuggingFace Model Serving
- Workflow:Iterative Dvc Remote Data Sync
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:PrefectHQ Prefect Asset Based Data Pipeline
- Workflow:Kornia Kornia Image Feature Matching
Principles
- Principle:Marker Inc Korea AutoRAG Strategy Based Module Selection
- Principle:Vllm project Vllm VLM Model Selection
- Principle:Trailofbits Fickling Static Safety Analysis
- Principle:Kubeflow Pipelines Pipeline Composition
- Principle:Unslothai Unsloth Vision LoRA Injection
- Principle:Scikit learn contrib Imbalanced learn Dataset Imbalancing
- Principle:Apache Airflow Scheduling Configuration
- Principle:Deepseek ai Janus Autoregressive Text Generation
- Principle:Langgenius Dify Volume Initialization
- Principle:OpenGVLab InternVL Vision Encoder LoRA
Implementations
- Implementation:Avhz RustQuant Gaussian Distribution
- Implementation:Tencent Ncnn Pipeline Cache And Memory
- Implementation:Neuml Txtai BM25 Scoring
- Implementation:OpenHands OpenHands GithubFactory Create View
- Implementation:Microsoft DeepSpeedExamples BertAdam Optimizer
- Implementation:Pyro ppl Pyro Poutine Handlers
- Implementation:Huggingface Transformers Notification Service Doc Tests
- Implementation:Lance format Lance Java CreateIndexOp
- Implementation:Online ml River Preprocessing MinMaxScaler
- Implementation:Datajuicer Data juicer Prompt2PromptPipeline
Heuristics
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:Mbzuai oryx Awesome LLM Post training Paper Deduplication Via Dict
- Heuristic:Tencent Ncnn Thread Count Tuning
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
Environments
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Trailofbits Fickling Python Runtime
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Sgl project Sglang Distributed
- Environment:Microsoft Autogen LLM Provider API Keys