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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:Sktime Pytorch forecasting TFT Hyperparameter Optimization
- Workflow:Openai CLIP Linear probe evaluation
- Workflow:Avhz RustQuant Yield Curve Construction
- Workflow:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:Langgenius Dify Docker Deployment
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Microsoft Onnxruntime Nodejs Inference
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Cypress io Cypress CI Pipeline Integration
Principles
- Principle:Openai CLIP Image Feature Encoding
- Principle:Ggml org Llama cpp KVCacheManagement
- Principle:Deepspeedai DeepSpeed Checkpoint Management
- Principle:Ollama Ollama KVCache Composite Caching
- Principle:Vllm project Vllm Output Validation
- Principle:Microsoft LoRA GLUE Data Download
- Principle:Confident ai Deepeval Evaluation Dataset Preparation
- Principle:Kserve Kserve Storage Credentials
- Principle:Marker Inc Korea AutoRAG Answer Generation
- Principle:Fede1024 Rust rdkafka Blocking Task Dispatch
Implementations
- Implementation:Tensorflow Serving SavedModelBuilder Export
- Implementation:Tensorflow Serving Static Storage Path Source
- Implementation:Langfuse Langfuse Seed Postgres
- Implementation:Kserve Kserve InferenceService CRD Spec
- Implementation:Openai Openai node Jobs Retrieve And ListEvents
- Implementation:Sktime Pytorch forecasting TimeXer Sub Modules
- Implementation:DevExpress Testcafe RunnerAPI TypeDefs
- Implementation:ARISE Initiative Robomimic TrainUtils rollout with stats
- Implementation:Kubeflow Pipelines Kustomize Build Apply
- Implementation:ClickHouse ClickHouse Poco HTTPCookie
Heuristics
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Huggingface Datasets Cache Fingerprinting Tips
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Romsto Speculative Decoding Seed Fixing For Reproducibility
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Ggml org Llama cpp Batch Size BLAS Minimum
Environments
- Environment:Protectai Modelscan Python Core Runtime
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Intel Ipex llm Build Environment
- Environment:Explodinggradients Ragas Optional Metrics Environment
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Allenai Open instruct CUDA GPU Training