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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.
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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:Obss Sahi COCO Dataset Slicing
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:Langgenius Dify Plugin Management
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Mlflow Mlflow Experiment Tracking
Principles
- Principle:Marker Inc Korea AutoRAG Corpus Sampling
- Principle:Spotify Luigi Hadoop Configuration
- Principle:CARLA simulator Carla Playback Speed Control
- Principle:Fastai Fastbook Tabular Data Loading
- Principle:Nautechsystems Nautilus trader Importable Strategy Configuration
- Principle:Sdv dev SDV Gaussian Copula Synthesis
- Principle:Danijar Dreamerv3 Process Spawning
- Principle:MarketSquare Robotframework browser Keyword Method Implementation
- Principle:Helicone Helicone Authentication Flow
- Principle:Ggml org Ggml ZDNN Accelerated Computation
Implementations
- Implementation:Mbzuai oryx Awesome LLM Post training Abstract Review Categorization
- Implementation:Pyro ppl Pyro AdagradRMSProp
- Implementation:Langfuse Langfuse Seed Postgres
- Implementation:Openai Openai python Eval Create Response
- Implementation:BerriAI Litellm Logging Setup
- Implementation:Sktime Pytorch forecasting FlattenHead
- Implementation:Haifengl Smile SparseDataset
- Implementation:Avdvg InjectGuard CSVLoader Load
- Implementation:Google deepmind Mujoco Engine Collision Driver
- Implementation:Haosulab ManiSkill Stompy
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Huggingface Transformers Label Smoothing Multi Label Warning
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:Unstructured IO Unstructured Libmagic Filetype Accuracy
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:Huggingface Peft Warning Deprecated Bone
Environments
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Lance format Lance Rust Toolchain
- Environment:Wandb Weave Python SDK Runtime
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Pytorch Serve DeepSpeed Environment
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime