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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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|---|---|---|
| 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:Googleapis Python genai Multimodal Content Generation
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Apache Druid SQL Query Execution
- Workflow:Evidentlyai Evidently Data Drift Monitoring
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:Huggingface Trl Direct Preference Optimization
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Huggingface Optimum GPTQ Quantization
Principles
- Principle:Marker Inc Korea AutoRAG Legacy QA Dataset Creation
- Principle:Apache Kafka Connect Standalone Invocation
- Principle:NVIDIA NeMo Curator Scene Detection and Clipping
- Principle:Apache Druid Supervisor Health Monitoring
- Principle:Apache Paimon Catalog Setup for Ray
- Principle:Turboderp org Exllamav2 Image Embedding Extraction
- Principle:Deepset ai Haystack In Memory Document Storage
- Principle:Eventual Inc Daft Column Selection
- Principle:Pyro ppl Pyro Minimal PPL
- Principle:Iamhankai Forest of Thought Expression Validation
Implementations
- Implementation:LaurentMazare Tch rs Dataset Train Iter
- Implementation:FlowiseAI Flowise ExpandTextDialog
- Implementation:Datahub project Datahub DatahubRestSink Write Record
- Implementation:Onnx Onnx Interned Strings
- Implementation:Haifengl Smile DataType System
- Implementation:NVIDIA DALI FP16 Utilities
- Implementation:CARLA simulator Carla TrafficManager Configuration
- Implementation:Apache Spark WriteAheadLog
- Implementation:Haifengl Smile Histogram
- Implementation:Explodinggradients Ragas Text2SQL DB Utils
Heuristics
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:TA Lib Ta lib python Unstable Period Configuration
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:Openai CLIP JIT Vs Non JIT Loading
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
Environments
- Environment:Tensorflow Tfjs Python Converter
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment