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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:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:Zai org CogVideo Diffusers Text to Video Inference
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:Heibaiying BigData Notes Hadoop MapReduce Word Count
- Workflow:Fastai Fastbook Image Classification
Principles
- Principle:Teamcapybara Capybara RSpec Integration
- Principle:Ggml org Ggml Metal GPU Computation
- Principle:LaurentMazare Tch rs Adam Optimization
- Principle:Openai Openai agents python RunState Serialization
- Principle:Scikit learn contrib Imbalanced learn Sampler Compatibility Checking
- Principle:Openai Whisper Audio Padding And Trimming
- Principle:Kserve Kserve Disaggregated Deployment
- Principle:Microsoft BIPIA Defended Model Evaluation
- Principle:Ucbepic Docetl Chunk Processing
- Principle:Nightwatchjs Nightwatch Dependency Management
Implementations
- Implementation:Teamcapybara Capybara Spec Selector
- Implementation:Bentoml BentoML Start Functions
- Implementation:Langgenius Dify UninstallPlugin
- Implementation:Online ml River Optim Initializers
- Implementation:Scikit learn Scikit learn SpectralBiclustering
- Implementation:LaurentMazare Tch rs Neural Style Transfer
- Implementation:Microsoft Autogen CI Checks Workflow
- Implementation:CARLA simulator Carla Python Module Entry
- Implementation:Duckdb Duckdb Brotli Platform
- Implementation:Scikit learn Scikit learn ClassicalMDS
Heuristics
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:Sdv dev SDV CTGAN Column Performance
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:Apache Kafka Log4j Migration Compatibility
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
Environments
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Vllm project Vllm ROCm
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Explodinggradients Ragas LLM Provider Environment