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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:Huggingface Peft Seq2Seq AdaLoRA Finetuning
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:OpenHands OpenHands GitHub Webhook Event Processing
- Workflow:Togethercomputer Together python Embeddings And Reranking
- Workflow:CrewAIInc CrewAI Crew Training And Testing
- Workflow:Marker Inc Korea AutoRAG RAG Pipeline Optimization
- Workflow:Ggml org Llama cpp Speculative Decoding
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
Principles
- Principle:Google deepmind Mujoco Constraint Solving
- Principle:Getgauge Taiko Browser Installation
- Principle:TobikoData Sqlmesh Macro And Jinja Translation
- Principle:SeldonIO Seldon core HuggingFace Model Deployment And Verification
- Principle:Getgauge Taiko Text Field Selection
- Principle:PacktPublishing LLM Engineers Handbook Prompt Engineering For Dataset Generation
- Principle:Isaac sim IsaacGymEnvs Adversarial Motion Prior Training
- Principle:Cleanlab Cleanlab Datalab Initialization
- Principle:Ollama Ollama Base Model Resolution
- Principle:Nautechsystems Nautilus trader Importable Strategy Configuration
Implementations
- Implementation:Infiniflow Ragflow Date Utils
- Implementation:LMCache LMCache Distributed Eviction
- Implementation:Lance format Lance DataGenerator
- Implementation:Facebookresearch Habitat lab Evaluator
- Implementation:Snorkel team Snorkel Trainer Fit Multitask
- Implementation:Huggingface Datatrove WarcMediaReader
- Implementation:Risingwavelabs Risingwave SqlServerValidator
- Implementation:Microsoft LoRA Run Chinese Ref
- Implementation:Ray project Ray ActorHandle Kill
- Implementation:Puppeteer Puppeteer Cdp ExecutionContext
Heuristics
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:Fastai Fastbook Embedding Size Rule
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:Sail sg LongSpec Triton Block Size Tuning
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Openai CLIP Class Name Curation
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
Environments
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Mistralai Client python Agents Environment
- Environment:Astronomer Astronomer cosmos Kubernetes Provider