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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:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Marker Inc Korea AutoRAG Data Creation Pipeline
- Workflow:Apache Spark Release Process
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:Avhz RustQuant Monte Carlo Option Pricing
- Workflow:Cleanlab Cleanlab Object Detection Label Quality
- Workflow:Scikit learn contrib Imbalanced learn Balanced Deep Learning Training
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:Microsoft Autogen Studio Team Deployment
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
Principles
- Principle:Microsoft Autogen Tool Event Processing
- Principle:Huggingface Alignment handbook Direct Preference Optimization
- Principle:Huggingface Datasets PyTorch DataLoader Integration
- Principle:Cleanlab Cleanlab Segmentation Label Issue Filtering
- Principle:LaurentMazare Tch rs MNIST Dataset Loading
- Principle:Huggingface Optimum Parallel Layer Annotation
- Principle:Langfuse Langfuse Score Validation and Creation
- Principle:Heibaiying BigData Notes Flink Pipeline Execution
- Principle:Langchain ai Langgraph Checkpoint ID Generation
- Principle:Sgl project Sglang Chat Completion API
Implementations
- Implementation:DevExpress Testcafe ActionOptions TypeDefs
- Implementation:NVIDIA NeMo Aligner Load From NeMo
- Implementation:Eventual Inc Daft DataFrame To Pandas
- Implementation:AUTOMATIC1111 Stable diffusion webui API Models
- Implementation:Recommenders team Recommenders Caser Model
- Implementation:Infiniflow Ragflow ConfirmDeleteDialog Component
- Implementation:Trailofbits Fickling Trace Run
- Implementation:FMInference FlexLLMGen Read Data
- Implementation:Open compass VLMEvalKit Mini Gemini
- Implementation:Facebookresearch Habitat lab KeyMapping
Heuristics
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:Run llama Llama index Embedding Batch Size Tuning
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:Astronomer Astronomer cosmos Static Parser Hang Workaround
- Heuristic:DataTalksClub Data engineering zoomcamp Dbt Materialization Strategy
- Heuristic:LMCache LMCache CacheGen Quantization Strategy
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
- Heuristic:Openai Whisper KV Cache Optimization
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
Environments
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:BerriAI Litellm Python Runtime
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Haosulab ManiSkill Motion Planning Deps