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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:Sdv dev SDV Constrained synthesis
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Langchain ai Langchain Adding Partner Integration
- Workflow:Iterative Dvc Plot Visualization
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:Vibrantlabsai Ragas Testset Generation
Principles
- Principle:Huggingface Diffusers Package Distribution
- Principle:Openclaw Openclaw Version Update
- Principle:Mlc ai Mlc llm Model Packaging Configuration
- Principle:Diagram of thought Diagram of thought Final Synthesis
- Principle:Confident ai Deepeval Evaluation Result Analysis
- Principle:Risingwavelabs Risingwave CDC Offset Management
- Principle:Guardrails ai Guardrails Container Deployment
- Principle:Ggml org Llama cpp OpenAI API Endpoints
- Principle:Microsoft Playwright Project Initialization
- Principle:Langgenius Dify Workflow Publishing
Implementations
- Implementation:PacktPublishing LLM Engineers Handbook Create Sagemaker Execution Role
- Implementation:Open compass VLMEvalKit Cambrian
- Implementation:Online ml River Linear Model ALMAClassifier
- Implementation:Recommenders team Recommenders Surprise Utils
- Implementation:Haotian liu LLaVA Model VQA Loader Eval
- Implementation:Openai Whisper Get Writer
- Implementation:BerriAI Litellm Weights Biases Logger
- Implementation:SeleniumHQ Selenium Closure KeyHandler
- Implementation:Haifengl Smile DenseMatrix Operations
- Implementation:Astronomer Astronomer cosmos SnowflakeBaseProfileMapping
Heuristics
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Volcengine Verl Layered Summon Memory Tradeoff
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:Sktime Pytorch forecasting Target Normalization Transforms
Environments
- Environment:Treeverse LakeFS Go Runtime Environment
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:Apache Druid Web Console Development
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:Google deepmind Dm control EGL Headless Rendering
- Environment:Triton inference server Server TRT LLM Deployment