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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:Rapidsai Cuml Dimensionality Reduction
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:Heibaiying BigData Notes Hadoop MapReduce Word Count
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:Risingwavelabs Risingwave CDC Data Replication
- Workflow:Langchain ai Langchain Release Process
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Microsoft Playwright Browser automation CLI
Principles
- Principle:Predibase Lorax Dynamic LoRA Loading
- Principle:Ggml org Llama cpp Apple Platform Build
- Principle:Apache Airflow Trigger Handling
- Principle:EvolvingLMMs Lab Lmms eval TUI Server Architecture
- Principle:Microsoft BIPIA Few Shot Example Construction
- Principle:Marker Inc Korea AutoRAG Configuration Validation
- Principle:Groq Groq python SDK Type Guards and Data Preparation
- Principle:Cohere ai Cohere python Bedrock Response Transformation
- Principle:OpenBMB UltraFeedback Score Validation and Correction
- Principle:Ggml org Llama cpp LoRA Adapter Types
Implementations
- Implementation:Alibaba MNN FlatBuffers IDL Gen JS TS
- Implementation:Bentoml BentoML Models Delete
- Implementation:Iterative Dvc Experiments Run
- Implementation:Microsoft Onnxruntime TrainingUtils
- Implementation:FMInference FlexLLMGen Download Opt Weights
- Implementation:Mage ai Mage ai Chargebee Item Model Item Prices Schema
- Implementation:Openai Openai python Eval Retrieve Response
- Implementation:Huggingface Datatrove TokenizerUtils
- Implementation:Tensorflow Tfjs Merge Layers
- Implementation:Mage ai Mage ai GitHub Events Schema
Heuristics
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:Huggingface Diffusers Dtype Precision Selection
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
- Heuristic:Arize ai Phoenix Warning Deprecated VertexAIModel
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
Environments
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:Huggingface Datasets SQL Dependencies
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:Fastai Fastbook CUDA GPU Environment