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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:Protectai Llm guard LLM Input Output Scanning
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Shiyu coder Kronos Qlib Finetuning
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Microsoft Agent framework Basic Agent Creation
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Apache Dolphinscheduler Datasource Plugin Development
- Workflow:Microsoft Onnxruntime Nodejs Inference
Principles
- Principle:Deepspeedai DeepSpeed PPO Policy Update
- Principle:Tensorflow Tfjs BPE Tokenization
- Principle:Farama Foundation Gymnasium Vectorized Environment Creation
- Principle:Apache Flink Source Switching
- Principle:Huggingface Trl Reward Argument Configuration
- Principle:Haosulab ManiSkill IL Policy Evaluation
- Principle:HKUDS AI Trader Agent Class Resolution
- Principle:ContextualAI HALOs Metrics Summarization
- Principle:AUTOMATIC1111 Stable diffusion webui Configuration Management
- Principle:Huggingface Optimum Backend Availability Detection
Implementations
- Implementation:Huggingface Diffusers ControlNet Img2Img Pipeline
- Implementation:Huggingface Diffusers DreamBooth Training Loop
- Implementation:Turboderp org Exllamav2 ExLlamaV2ParallelDecoder
- Implementation:DevExpress Testcafe BrowserConnectionGateway
- Implementation:Triton inference server Server L0 Rate Limiter Test
- Implementation:Scikit learn Scikit learn GraphicalLasso
- Implementation:Apache Flink BulkDecodingFormat
- Implementation:Pola rs Polars Expr Cast and Transform
- Implementation:FlagOpen FlagEmbedding BGE M3 Data
- Implementation:DevExpress Testcafe Page Object Pattern
Heuristics
- Heuristic:Sktime Pytorch forecasting Gradient Clipping Value
- Heuristic:Obss Sahi Overlap Ratio Selection
- Heuristic:FlagOpen FlagEmbedding Temperature Scaling Tip
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:Datahub project Datahub Warning Deprecated Spark Lineage Legacy
- Heuristic:Unstructured IO Unstructured Golden File Diff
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:AnswerDotAI RAGatouille Index Rebuild Vs Update Decision
Environments
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Predibase Lorax Docker Container Runtime
- Environment:Allenai Open instruct vLLM Inference
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:Iamhankai Forest of Thought OpenAI API Credentials