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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:Alibaba MNN Stable Diffusion Deployment
- Workflow:Togethercomputer Together python Embeddings And Reranking
- Workflow:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:Huggingface Diffusers LoRA Finetuning
- Workflow:Ucbepic Docetl Pipeline Optimization
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:MaterializeInc Materialize Release Process
- Workflow:AnswerDotAI RAGatouille ColBERT Training
- Workflow:Haotian liu LLaVA Single Image Inference
- Workflow:Huggingface Transformers Model Quantization
Principles
- Principle:Tencent Ncnn Int8 Model Quantization
- Principle:EvolvingLMMs Lab Lmms eval Data Sharding
- Principle:DevExpress Testcafe Reporter Output Configuration
- Principle:Openclaw Openclaw Gateway Restart
- Principle:TobikoData Sqlmesh Plan Confirmation And Application
- Principle:Haosulab ManiSkill Lazy Controller Instantiation
- Principle:Ollama Ollama OpenAI Embeddings And Listing
- Principle:Vllm project Vllm Server Metrics Monitoring
- Principle:Langgenius Dify Frontend Container Runtime
- Principle:Huggingface Transformers Quantized Inference
Implementations
- Implementation:Hiyouga LLaMA Factory PT Workflow
- Implementation:Tencent Ncnn Ncnn2int8
- Implementation:Groq Groq python Models Resource
- Implementation:Protectai Llm guard Anonymize
- Implementation:Evidentlyai Evidently Legacy UI Config
- Implementation:Tensorflow Serving Graph Rewriter
- Implementation:Microsoft Autogen DiGraph Model
- Implementation:OpenGVLab InternVL TextVQAAccuracyEvaluator
- Implementation:Apache Druid Query Context Completions
- Implementation:Cypress io Cypress CreateInstance
Heuristics
- Heuristic:Avhz RustQuant Interpolation Method Selection
- Heuristic:Truera Trulens Feedback Score Thresholds
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
- Heuristic:Mlc ai Web llm Low Resource Model Selection
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
Environments
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:Mlfoundations Open flamingo WebDataset Training Dependencies
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment