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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:Treeverse LakeFS Garbage Collection
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:Microsoft Autogen Swarm Agent Handoff
- Workflow:Togethercomputer Together python Image Generation
- Workflow:Deepset ai Haystack Document Preprocessing Pipeline
- Workflow:Bentoml BentoML Service Definition And Local Serving
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:Kubeflow Kubeflow Platform Deployment
- Workflow:Sktime Pytorch forecasting TFT Hyperparameter Optimization
Principles
- Principle:Langgenius Dify Single Node Testing
- Principle:Guardrails ai Guardrails Guard Streaming Configuration
- Principle:Mlc ai Mlc llm Mobile Build Environment
- Principle:Langchain ai Langgraph Graph Instantiation
- Principle:Langgenius Dify Debug Console Testing
- Principle:Google deepmind Dm control Interactive Visualization
- Principle:Protectai Llm guard Language Detection
- Principle:Sktime Pytorch forecasting Categorical Variable Embedding
- Principle:Mbzuai oryx Awesome LLM Post training Progressive Data Checkpointing
- Principle:TobikoData Sqlmesh Web UI
Implementations
- Implementation:Huggingface Datatrove C4QualityFilter
- Implementation:Diagram of thought Diagram of thought Role Block Editor
- Implementation:Langfuse Langfuse Score Application Validation
- Implementation:Microsoft LoRA GPT2 Beam Search
- Implementation:NVIDIA TransformerEngine JAX XLA Quantization
- Implementation:Shiyu coder Kronos SequentialTrainer Usage
- Implementation:Zai org CogVideo Args Parse Args
- Implementation:InternLM Lmdeploy Metrics
- Implementation:Bentoml BentoML Bentoml Api Decorator
- Implementation:Sgl project Sglang Export Validation Pattern
Heuristics
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Microsoft Autogen Name Uniqueness Constraints
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Teamcapybara Capybara Negative Predicate Matching
- Heuristic:Run llama Llama index Embedding Batch Size Tuning
- Heuristic:Groq Groq python Retry Backoff Strategy
Environments
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Apache Paimon Python Core Runtime
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Sgl project Sglang CUDA GPU Runtime
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Huggingface Datasets JAX Integration
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers