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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:Huggingface Diffusers ControlNet Guided Generation
- Workflow:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:Wandb Weave SDK Release
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:Confident ai Deepeval Synthetic Dataset Generation
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:Explodinggradients Ragas Agent Evaluation
- Workflow:FlagOpen FlagEmbedding Embedder Inference
Principles
- Principle:Allenai Open instruct SFT Dataset Preparation
- Principle:Tensorflow Serving Manager Construction
- Principle:Truera Trulens Server Side Evaluation
- Principle:Fastai Fastbook Model Interpretation
- Principle:OpenGVLab InternVL Segmentation Decode Head
- Principle:Mit han lab Llm awq Multimodal Model Configuration
- Principle:Datajuicer Data juicer LLM Backend Configuration
- Principle:Eventual Inc Daft Arrow Export
- Principle:MarketSquare Robotframework browser Plugin Documentation Generation
- Principle:Speechbrain Speechbrain Spoken Language Understanding
Implementations
- Implementation:Apache Kafka Notes Generate
- Implementation:Risingwavelabs Risingwave CdcEngineRunner Interface
- Implementation:Openai Openai python Batch Usage Model
- Implementation:BerriAI Litellm Enterprise User Endpoints
- Implementation:Openai Openai agents python Tool Output Guardrail Decorator
- Implementation:FlagOpen FlagEmbedding LLARA Pretrain Modeling
- Implementation:Apache Shardingsphere DataChangedEvent Constructor
- Implementation:DataTalksClub Data engineering zoomcamp Ride Data Model
- Implementation:Openai Openai python Shared Function Definition
- Implementation:Lance format Lance ExecPlans
Heuristics
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:Alibaba MNN NC4HW4 Data Layout
- Heuristic:AnswerDotAI RAGatouille Index Rebuild Vs Update Decision
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Test Train Option Consistency
- Heuristic:Princeton nlp SimPO Left Truncation Strategy
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
Environments
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:Ray project Ray Python Runtime Environment
- Environment:Iterative Dvc Python Runtime