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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.
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| 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:Getgauge Taiko Interactive Test Recording
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Allenai Open instruct DPO Preference Tuning
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Bentoml BentoML Bento Build And Containerization
- Workflow:Eventual Inc Daft SQL Query Analytics
- Workflow:Kubeflow Pipelines Standalone Deployment
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Huggingface Diffusers ControlNet Guided Generation
Principles
- Principle:PeterL1n BackgroundMattingV2 Image sequence writing
- Principle:Apache Paimon File System Abstraction
- Principle:Ollama Ollama Model Resolution And Download
- Principle:Ggml org Llama cpp Model Inspection
- Principle:Eric mitchell Direct preference optimization Checkpoint Saving
- Principle:Bentoml BentoML API Endpoint Definition
- Principle:Duckdb Duckdb Text Stemming
- Principle:Googleapis Python genai Message Exchange
- Principle:NVIDIA NeMo Aligner DPO Training
- Principle:Bigscience workshop Petals Environment Setup
Implementations
- Implementation:Kubeflow Kubeflow WG Tracking Issues
- Implementation:Ggml org Llama cpp Mtmd Init From File
- Implementation:Google deepmind Mujoco USD JointAPI
- Implementation:Datajuicer Data juicer DetectMainCharacterMapper
- Implementation:Microsoft Agent framework Custom Aggregator Callback
- Implementation:Microsoft LoRA Legacy Run NER
- Implementation:Huggingface Peft AdaLoraConfig
- Implementation:OpenGVLab InternVL LlavaMetaModel LlavaMetaForCausalLM
- Implementation:Apache Paimon MapType
- Implementation:Scikit learn Scikit learn SvmlightFormatIO
Heuristics
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:Sktime Pytorch forecasting Early Stopping Patience
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:Microsoft Agent framework PowerFx Python Version Limit
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:Apache Flink Bin Packing Complexity Guard
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:Langgenius Dify Extension Initialization Order
Environments
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:Pyro ppl Pyro Funsor Backend
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Bigscience workshop Petals Python Hivemind
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Lakeraai Pint benchmark Python 310 With Transformers