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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:Predibase Lorax Multi Adapter Merging
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:Openai Openai python Responses API Text Generation
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:Huggingface Optimum Model Export
- Workflow:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:Tensorflow Tfjs Transfer Learning
Principles
- Principle:Openai Whisper Punctuation Merging
- Principle:Pola rs Polars Time Series Resampling
- Principle:Microsoft Semantic kernel Process Execution
- Principle:Microsoft Autogen Graph Flow Configuration
- Principle:Zai org CogVideo UNet Backbone
- Principle:Explodinggradients Ragas Metric Baseline Correlation
- Principle:Huggingface Transformers Distributed Process Initialization
- Principle:Vespa engine Vespa Text Transformation
- Principle:Kubeflow Pipelines Conditional Branching
- Principle:Princeton nlp Tree of thought llm DFS Tree Search
Implementations
- Implementation:Bentoml BentoML DefaultMonitor
- Implementation:Datajuicer Data juicer TextEntityDependencyFilter
- Implementation:Danijar Dreamerv3 Make Replay
- Implementation:Mlc ai Mlc llm Engine Action
- Implementation:Vllm project Vllm StructuredOutputsParams Init
- Implementation:Vibrantlabsai Ragas HuggingFaceEmbeddings
- Implementation:Mlc ai Web llm Function Calling Model Ids
- Implementation:Datajuicer Data juicer VideoSplitByDurationMapper
- Implementation:Evidentlyai Evidently Legacy Text Contains Feature
- Implementation:Facebookresearch Audiocraft MusicDataset init
Heuristics
- Heuristic:Vllm project Vllm Attention Backend Selection
- Heuristic:Openai CLIP CLIP Normalization Constants
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:Datahub project Datahub Warning Deprecated Spark Lineage Legacy
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
- Heuristic:Zai org CogVideo Training Hyperparameter Defaults
- Heuristic:Huggingface Open r1 Reward Function Tuning
Environments
- Environment:Cypress io Cypress Linux Display Server
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:CARLA simulator Carla Python API Runtime