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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:Vespa engine Vespa Config subscription lifecycle
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Ggml org Llama cpp Interactive Chat
- Workflow:PacktPublishing LLM Engineers Handbook Dataset Generation
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:InternLM Lmdeploy W4A16 AWQ Quantization
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
- Workflow:Haotian liu LLaVA LoRA Finetuning
Principles
- Principle:Sktime Pytorch forecasting Decomposition Linear
- Principle:Microsoft Playwright Add Assertions
- Principle:Ggml org Llama cpp Model Inspection
- Principle:Iterative Dvc Terminal Table Rendering
- Principle:Apache Dolphinscheduler State Reconciliation
- Principle:OpenBMB UltraFeedback Critique Annotation
- Principle:Alibaba ROLL Reward Flow Configuration
- Principle:Webdriverio Webdriverio Reporter Architecture
- Principle:Heibaiying BigData Notes Kafka Offset Management
- Principle:Ggml org Llama cpp HF to GGUF Conversion
Implementations
- Implementation:Huggingface Optimum TaskProcessor
- Implementation:Rapidsai Cuml Kmeans Sampling
- Implementation:CARLA simulator Carla InformationSet
- Implementation:Online ml River Tree HoeffdingTreeRegressor
- Implementation:Hiyouga LLaMA Factory Feedback Processor
- Implementation:Ggml org Ggml Cann aclnn ops api
- Implementation:Interpretml Interpret Objective Framework
- Implementation:Haosulab ManiSkill DrawSVG
- Implementation:Explodinggradients Ragas RagasTracer Callbacks
- Implementation:Infiniflow Ragflow GenerateButton Component
Heuristics
- Heuristic:Vespa engine Vespa KStemmer Dictionary Loading
- Heuristic:Rapidsai Cuml Quantile Split Differences
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:Sktime Pytorch forecasting Early Stopping Patience
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Triton inference server Server Model Instance Scaling
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Deepset ai Haystack BM25 Score Scaling
Environments
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:Tensorflow Tfjs Python Converter
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Interpretml Interpret Visualization Environment
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Wandb Weave Python SDK Runtime
- Environment:Lance format Lance Rust Toolchain
- Environment:Webdriverio Webdriverio Node Runtime Environment