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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:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:NVIDIA NeMo Curator Text Curation Pipeline
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:FlagOpen FlagEmbedding Reranker Inference
- Workflow:Protectai Modelscan CLI Model Scanning
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:VainF Torch Pruning CNN Pruning
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
Principles
- Principle:Huggingface Transformers Fully Sharded Data Parallelism
- Principle:Arize ai Phoenix Prompt Versioning
- Principle:Haotian liu LLaVA Conversation Prompt Construction
- Principle:Google research Deduplicate text datasets Dataset Serialization TFDS
- Principle:Onnx Onnx External Data Conversion
- Principle:NVIDIA DALI Image Resize
- Principle:Allenai Open instruct Human Evaluation
- Principle:Guardrails ai Guardrails DataGeneration
- Principle:Microsoft DeepSpeedExamples Baseline PyTorch Training
- Principle:Ggml org Llama cpp GGUF Quantization
Implementations
- Implementation:FlowiseAI Flowise MainLayout
- Implementation:Neuml Txtai Pipeline Constructors
- Implementation:ARISE Initiative Robosuite PandaGripper
- Implementation:Microsoft Onnxruntime Checkpoint Save Load
- Implementation:TobikoData Sqlmesh FileExplorer DragLayer
- Implementation:LaurentMazare Tch rs Tensor Generated
- Implementation:EvolvingLMMs Lab Lmms eval sglang qwen3vl script
- Implementation:AUTOMATIC1111 Stable diffusion webui Decode latent batch
- Implementation:Kubeflow Kubeflow Notebook CRD Creation
- Implementation:CARLA simulator Carla World Apply Settings
Heuristics
- Heuristic:Princeton nlp Tree of thought llm Ad Hoc Value Map Scoring
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:Google deepmind Mujoco MJX Benchmarking Tips
- Heuristic:Iterative Dvc YAML Dual Parser Strategy
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Kornia Kornia Lazy Loading Optional Deps
- Heuristic:Zai org CogVideo Decord Import Order Bug
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Before Split Leakage
Environments
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:Iamhankai Forest of Thought Python CUDA Runtime