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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:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:Online ml River Online Clustering
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:Apache Druid SQL Query Execution
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:Ucbepic Docetl Long Document Chunking
Principles
- Principle:ClickHouse ClickHouse Type Safe Wrappers
- Principle:Facebookresearch Audiocraft Exported Model Validation
- Principle:Lance format Lance Version Restoration
- Principle:AnswerDotAI RAGatouille Document Reranking
- Principle:Apache Hudi Result Delivery
- Principle:Huggingface Trl PEFT LoRA Configuration Reward
- Principle:Predibase Lorax Stateless Conversation Management
- Principle:Langgenius Dify Dynamic Import Pattern
- Principle:Fastai Fastbook Stochastic Gradient Descent
- Principle:Microsoft Agent framework Python Workspace Configuration
Implementations
- Implementation:Protectai Llm guard Input BanCompetitors
- Implementation:Unslothai Unsloth GEMM Kernel Tuning
- Implementation:Run llama Llama index DocstoreStrategy Configuration
- Implementation:EvolvingLMMs Lab Lmms eval PAIBench U Utils
- Implementation:Microsoft Onnxruntime CUDA LAMB Impl
- Implementation:Mage ai Mage ai Couchbase Source
- Implementation:Obss Sahi Coco From Coco Dict Or Path
- Implementation:Eventual Inc Daft DataFrame Collect
- Implementation:Apache Druid Timezone Aware Tick Generation
- Implementation:Evidentlyai Evidently Workspace Add Run
Heuristics
- Heuristic:Anthropics Anthropic sdk python Adaptive Thinking Over Enabled
- Heuristic:Apache Spark K8s Container Patterns
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:Vespa engine Vespa Maven Parallel Build Optimization
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Treeverse LakeFS Warning Deprecated InternalApi Methods
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:VainF Torch Pruning Over Pruning Prevention
Environments
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:HKUDS AI Trader API Credentials
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:NVIDIA DALI TensorFlow Environment