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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:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Haotian liu LLaVA Single Image Inference
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Microsoft Onnxruntime On Device Training
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:OpenRLHF OpenRLHF Knowledge Distillation
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:Rapidsai Cuml GPU Clustering
Principles
- Principle:Langgenius Dify Single Node Testing
- Principle:Apache Shardingsphere Configuration Object Conversion
- Principle:Ggml org Llama cpp LoRA to GGUF Conversion
- Principle:Ollama Ollama Integrity Verification
- Principle:LLMBook zh LLMBook zh github io SFT Model Loading
- Principle:Microsoft Agent framework Agent Factory Configuration
- Principle:PacktPublishing LLM Engineers Handbook Batch Inference Generation
- Principle:FlowiseAI Flowise Subscription Management
- Principle:Huggingface Datatrove Disk Writing Framework
- Principle:LLMBook zh LLMBook zh github io Low Rank Adaptation
Implementations
- Implementation:Helicone Helicone Unified Provider Registry
- Implementation:Ucbepic Docetl ResizableDataTable
- Implementation:OpenGVLab InternVL InternLM2TokenizerFast
- Implementation:LLMBook zh LLMBook zh github io AutoPeftModelForCausalLM Merge And Unload
- Implementation:Explodinggradients Ragas Agent Under Test Pattern
- Implementation:Apache Paimon ConfigOptions
- Implementation:Facebookresearch Audiocraft SoundDataset
- Implementation:DevExpress Testcafe ClientFunctionBuilder
- Implementation:Elevenlabs Elevenlabs python Llm Enum
- Implementation:Facebookresearch Habitat lab VER RolloutStorage
Heuristics
- Heuristic:Apache Hudi Data Skipping Limitations
- Heuristic:CARLA simulator Carla Sensor Queue Synchronization Pattern
- Heuristic:AnswerDotAI RAGatouille Index Rebuild Vs Update Decision
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:Ggml org Ggml Memory Allocation Strategy
- Heuristic:Openai Evals Thread Tuning
- Heuristic:Farama Foundation Gymnasium Seeding Determinism Best Practices
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:Eventual Inc Daft Runner Selection Guide
Environments
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment