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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:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Microsoft Playwright AI agent driven testing
- Workflow:Openclaw Openclaw Docker Deployment
Principles
- Principle:Openai Evals Eval Set Resolution
- Principle:Anthropics Anthropic sdk python Provider Selection And Dependencies
- Principle:Deepspeedai DeepSpeed ZeRO Parameter Partitioning
- Principle:Google deepmind Dm control Locomotion Visualization
- Principle:Scikit learn contrib Imbalanced learn Sampler Aware Pipeline
- Principle:Gretelai Gretel synthetics Timeseries Data Generation
- Principle:Microsoft Autogen Playground Testing
- Principle:Openai Evals Environment Setup
- Principle:Kornia Kornia Edge Detection
- Principle:LaurentMazare Tch rs C FFI Bridge
Implementations
- Implementation:Romsto Speculative Decoding LogitsProcessor Hierarchy
- Implementation:Apache Flink PendingSplitsCheckpoint FromCollectionSnapshot
- Implementation:Alibaba MNN RapidJSON Reader
- Implementation:NVIDIA TransformerEngine JAX Cpp Softmax
- Implementation:Langchain ai Langchain OllamaLLM
- Implementation:Huggingface Datatrove TokenDataset
- Implementation:Apache Druid SchemaPreviewTable
- Implementation:Mlc ai Web llm Service Worker MLC Engine Handler
- Implementation:Lm sys FastChat Filter Bad Conv Chat1M
- Implementation:Pyro ppl Pyro ReweightedWakeSleep
Heuristics
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Mlfoundations Open flamingo Gradient Clipping Max Norm
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
- Heuristic:Explodinggradients Ragas Concurrency And Rate Limiting
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
Environments
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Obss Sahi Python Pycocotools
- Environment:Groq Groq python Python Groq SDK
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Recommenders team Recommenders Spark Environment
- Environment:BerriAI Litellm Docker Deployment