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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:Alibaba MNN Python Model Inference
- Workflow:PeterL1n BackgroundMattingV2 Model export
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Danijar Dreamerv3 Distributed Parallel Training
- Workflow:Sdv dev SDV Data quality evaluation
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:OpenRLHF OpenRLHF Reward Model Training
- Workflow:Mlc ai Mlc llm Disaggregated Serving
Principles
- Principle:Spotify Luigi Hadoop Job Configuration
- Principle:Huggingface Datatrove URL Filtering
- Principle:Huggingface Trl PPO Model Saving and Evaluation
- Principle:Ggml org Llama cpp Sampling
- Principle:Nightwatchjs Nightwatch Component Environment Configuration
- Principle:Iterative Dvc Data Comparison
- Principle:Sktime Pytorch forecasting Validation Dataset Creation
- Principle:Langgenius Dify UserExperience
- Principle:DistrictDataLabs Yellowbrick Dataset Loading
- Principle:Kubeflow Pipelines Deployment Health Verification
Implementations
- Implementation:Eventual Inc Daft DataFrame Show
- Implementation:Google deepmind Dm control MJCF Debugging
- Implementation:Langchain ai Langgraph SerializerProtocol
- Implementation:Deepspeedai DeepSpeed MPS Accelerator
- Implementation:TobikoData Sqlmesh Editor Hooks
- Implementation:Lakeraai Pint benchmark Pint Benchmark Function
- Implementation:Recommenders team Recommenders LightFM Utils
- Implementation:Puppeteer Puppeteer Injected TextContent
- Implementation:Haosulab ManiSkill StereoDepthCamera
- Implementation:Google deepmind Dm control Composer Environment For Soccer
Heuristics
- Heuristic:Deepset ai Haystack Document Splitting Defaults
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:NVIDIA TransformerEngine Attention Backend Selection
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:Deepspeedai DeepSpeed FP16 Convergence Tips
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Kornia Kornia Lazy Loading Optional Deps
Environments
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:Huggingface Diffusers Attention Backends
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Vllm project Vllm Benchmarks