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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:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Microsoft Agent framework Declarative Agent Definition
Principles
- Principle:OpenGVLab InternVL DDP Gradient Compression
- Principle:Apache Spark Master Daemon Management
- Principle:Datahub project Datahub Entity Read Modify
- Principle:Marker Inc Korea AutoRAG Schema Construction
- Principle:Langchain ai Langchain Document Indexing
- Principle:Langgenius Dify DependencyManagement
- Principle:Speechbrain Speechbrain Dataset Specific Data Preparation
- Principle:Haifengl Smile SQL Metadata Exploration
- Principle:NVIDIA TransformerEngine Distributed Initialization
- Principle:Cypress io Cypress Cloud Telemetry Recording
Implementations
- Implementation:Ggml org Ggml Ggml new tensor
- Implementation:Microsoft Autogen Studio Generate Image Tool
- Implementation:Evidentlyai Evidently Legacy Contains Link Feature
- Implementation:Apache Kafka Git Branch And Tag Management
- Implementation:Apache Flink FutureCompletingBlockingQueue
- Implementation:Lance format Lance Java DirectoryNamespace
- Implementation:FlagOpen FlagEmbedding BGE M3 Run
- Implementation:Kornia Kornia Hls Conversion
- Implementation:Apache Flink SplitReader
- Implementation:Datahub project Datahub Entity Metadata Mutations
Heuristics
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
- Heuristic:Risingwavelabs Risingwave Stream Chunk Sizing
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Pytorch Serve CPU Performance Tuning
- Heuristic:CarperAI Trlx Reward Model Layer Freezing
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
Environments
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:Kserve Kserve Python Runtime
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:Datahub project Datahub Java Build