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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 Per Worker Task Concurrency
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Astronomer Astronomer cosmos TaskGroup dbt integration
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Mistralai Client python Finetuning Job Management
Principles
- Principle:Kornia Kornia Differentiable Training Augmentation
- Principle:Tencent Ncnn Inference Benchmarking
- Principle:Togethercomputer Together python Batch Job Monitoring
- Principle:DevExpress Testcafe Browser Provider Selection
- Principle:Avhz RustQuant Business Calendar
- Principle:Marker Inc Korea AutoRAG Pipeline Query Execution
- Principle:Huggingface Transformers Training Execution
- Principle:Interpretml Interpret Bagged Gradient Boosting
- Principle:Apache Flink Format Factory SPI
- Principle:Hpcaitech ColossalAI GRPO Consumer Setup
Implementations
- Implementation:Datahub project Datahub RestEmitterEmitMode
- Implementation:EvolvingLMMs Lab Lmms eval MCP Client
- Implementation:Open compass VLMEvalKit ImageBaseDataset
- Implementation:DistrictDataLabs Yellowbrick DiscriminationThreshold Visualizer
- Implementation:Hiyouga LLaMA Factory Data Loader
- Implementation:NVIDIA NeMo Curator UrlRemover
- Implementation:Datajuicer Data juicer ExtractEventMapper
- Implementation:TobikoData Sqlmesh Context Init
- Implementation:Pola rs Polars Scan for Streaming
- Implementation:Predibase Lorax Flash Qwen Modeling
Heuristics
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:Cohere ai Cohere python Embed Auto Batching Strategy
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:AnswerDotAI RAGatouille FAISS Vs PyTorch KMeans Indexing
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:Unslothai Unsloth LoRA Rank Selection
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Trailofbits Fickling Force Flag Bypass
Environments
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime