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1,118
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:Huggingface Trl Reward Model Training
- Workflow:Langfuse Langfuse Otel ingestion pipeline
- Workflow:Kubeflow Kubeflow Platform Deployment
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:Teamcapybara Capybara Element Finding And Interaction
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Tensorflow Serving Model Version Management
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:CarperAI Trlx ILQL Offline Training
Principles
- Principle:Bentoml BentoML Distributed Deployment Configuration
- Principle:DevExpress Testcafe Selector Filtering And Traversal
- Principle:Zai org CogVideo Text to Video Generation
- Principle:Fastai Fastbook Text Classifier Training
- Principle:Webdriverio Webdriverio TestLifecycleHooks
- Principle:Apache Paimon Distributed Write via Ray
- Principle:Ray project Ray Ray Runtime Initialization
- Principle:Alibaba MNN Compression Strategy Selection
- Principle:SqueezeAILab ETS Policy Model Serving
- Principle:Duckdb Duckdb Brotli Compression
Implementations
- Implementation:Lm sys FastChat Clean Chat Data
- Implementation:Ggml org Llama cpp Llama Chat Apply Template
- Implementation:Ggml org Ggml Sycl convert
- Implementation:Apache Kafka Build Docker Image Runner
- Implementation:OpenGVLab InternVL LLaVA Model Worker
- Implementation:Huggingface Datasets Interleave Datasets
- Implementation:Deepspeedai DeepSpeed Initialize For SFT
- Implementation:HKUDS AI Trader Extract Conversation
- Implementation:Ggml org Llama cpp Batched Example
- Implementation:BerriAI Litellm Audit Logging Endpoints
Heuristics
- Heuristic:Bigscience workshop Petals Randomized Rebalancing Intervals
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:Kornia Kornia CPU GPU Branching Tip
- Heuristic:LMCache LMCache CacheGen Quantization Strategy
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
Environments
- Environment:Kubeflow Pipelines Python SDK
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Huggingface Open r1 CUDA Environment
- Environment:Sgl project Sglang Python Dependencies
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Apache Paimon Optional Extensions
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Predibase Lorax Python Server Dependencies
- Environment:Sgl project Sglang CUDA Runtime