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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:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:Puppeteer Puppeteer Web Scraping And Interaction
- Workflow:Webdriverio Webdriverio Cucumber BDD Testing
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Huggingface Datatrove Minhash Deduplication
Principles
- Principle:PrefectHQ Prefect Structured AI Output
- Principle:Scikit learn Scikit learn Gradient Boosting Classification
- Principle:Kubeflow Pipelines Parquet Model Training
- Principle:Huggingface Optimum Model Symbolic Tracing
- Principle:Ggml org Llama cpp HashingUtilities
- Principle:Alibaba ROLL SFT Configuration
- Principle:Interpretml Interpret Score Tensor Harmonization
- Principle:Duckdb Duckdb Build Environment Setup
- Principle:OpenGVLab InternVL Weight Format Conversion
- Principle:Ggml org Ggml Model Weight Acquisition
Implementations
- Implementation:Hiyouga LLaMA Factory Unsloth Integration
- Implementation:Confident ai Deepeval GEval
- Implementation:Open compass VLMEvalKit QwenVL
- Implementation:BerriAI Litellm Fallback Utils
- Implementation:MarketSquare Robotframework browser WebApp State Keywords
- Implementation:Duckdb Duckdb Snappy Compression
- Implementation:CARLA simulator Carla TrafficManager Class
- Implementation:Cohere ai Cohere python ChatMessage Model
- Implementation:Microsoft LoRA Check Copies
- Implementation:Google deepmind Dm control Composer Entity
Heuristics
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:Fastai Fastbook Batch Size Selection
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:Openai Openai node Warning Deprecated Assistants API
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:NVIDIA DALI Thread Affinity Optimization
- Heuristic:Openai Evals Thread Tuning
- Heuristic:Datajuicer Data juicer Checkpoint Resumption Strategy
Environments
- Environment:Ray project Ray Python Runtime Environment
- Environment:Mistralai Client python Agents Environment
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Ray project Ray Java Build Environment
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Zai org CogVideo SAT Framework Environment