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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:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
- Workflow:Puppeteer Puppeteer Request Interception
- Workflow:Apache Hudi Flink MOR Compaction
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:Huggingface Transformers 3D Parallel Distributed Training
- Workflow:BerriAI Litellm Observability Integration
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
Principles
- Principle:EvolvingLMMs Lab Lmms eval Experiment Tracking
- Principle:Treeverse LakeFS Branch Creation
- Principle:DataTalksClub Data engineering zoomcamp Environment Setup
- Principle:Cleanlab Cleanlab Object Detection Issue Filtering
- Principle:Huggingface Trl PPO Model Saving and Evaluation
- Principle:Ggml org Llama cpp Diffusion Text Generation
- Principle:Langchain ai Langgraph Remote Client Connection
- Principle:OpenRLHF OpenRLHF Knowledge Distillation Training
- Principle:Mistralai Client python Chat Completion
- Principle:ThreeSR Awesome Inference Time Scaling Repository Forking
Implementations
- Implementation:Apache Flink Mapreduce HadoopInputFormatBase
- Implementation:Facebookresearch Habitat lab ResetArmSkill
- Implementation:Fastai Fastbook Tabular Learner
- Implementation:NVIDIA TransformerEngine JAX Activation
- Implementation:Microsoft Onnxruntime Sklearn Model Training
- Implementation:Rapidsai Cuml FIL Exceptions
- Implementation:Elevenlabs Elevenlabs python MusicCustomClient
- Implementation:Apache Flink WritableTypeInfo
- Implementation:Deepspeedai DeepSpeed DeepSpeedInferenceConfig Init
- Implementation:DistrictDataLabs Yellowbrick FrequencyVisualizer
Heuristics
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:Danijar Dreamerv3 Percentile Return Normalization
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:Explodinggradients Ragas Retry And Backoff Configuration
Environments
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Ucbepic Docetl Python Runtime
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Openclaw Openclaw Docker Deployment Environment