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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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|---|---|---|
| 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:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:Microsoft Playwright Browser automation CLI
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
Principles
- Principle:PacktPublishing LLM Engineers Handbook User Resolution
- Principle:Junyanz Pytorch CycleGAN and pix2pix Dataset Pair Alignment
- Principle:Neuml Txtai Training Arguments
- Principle:Explodinggradients Ragas Prompt Persistence
- Principle:Treeverse LakeFS WebUI Dependency Management
- Principle:Triton inference server Server Model Lifecycle Testing
- Principle:Mage ai Mage ai Parallel Sink Draining
- Principle:Googleapis Python genai Image Editing
- Principle:Junyanz Pytorch CycleGAN and pix2pix HTML Result Gallery
- Principle:SeldonIO Seldon core HuggingFace Model Resource Definition
Implementations
- Implementation:Microsoft Playwright BrowserDispatcher
- Implementation:Datajuicer Data juicer QueryIntentDetectionMapper
- Implementation:Datajuicer Data juicer VideoCameraCalibrationStaticMogeMapper
- Implementation:Ollama Ollama Imagegen Llama
- Implementation:Langfuse Langfuse ClickHouse Dev Tables Script
- Implementation:Apache Spark Mvn Clean Package
- Implementation:Open compass VLMEvalKit LFM2VL
- Implementation:Togethercomputer Together python Endpoint Types
- Implementation:Pyro ppl Pyro AsymmetricLaplace
- Implementation:BerriAI Litellm Get Llm Provider
Heuristics
- Heuristic:Fastai Fastbook Weight Decay Tuning
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
Environments
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Openai Whisper PyTorch CUDA
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Iterative Dvc Remote Storage Backends
- Environment:MarketSquare Robotframework browser CI GitHub Actions
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Huggingface Datasets Lance Dependencies
- Environment:VainF Torch Pruning PyTorch Python Core