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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:Sktime Pytorch forecasting DeepAR Probabilistic Forecasting
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Cohere ai Cohere python Text Embedding
- Workflow:Huggingface Diffusers Model Quantization
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Microsoft LoRA NLU GLUE Finetuning
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:Openai Openai python Responses API Text Generation
Principles
- Principle:Deepspeedai DeepSpeed RLHF Experience Generation
- Principle:Huggingface Diffusers Instance Data Collection
- Principle:Pola rs Polars Rust Crate Feature System
- Principle:Apache Druid Result Analysis
- Principle:AUTOMATIC1111 Stable diffusion webui Model Identification
- Principle:Tencent Ncnn Top K Classification
- Principle:LaurentMazare Tch rs Gym Environment Interface
- Principle:Infiniflow Ragflow Progress Tracking
- Principle:Lm sys FastChat HuggingFace Pipeline Inference
- Principle:BerriAI Litellm Job Progress Monitoring
Implementations
- Implementation:DistrictDataLabs Yellowbrick RadViz Visualizer
- Implementation:Mage ai Mage ai Buildkite ECS Deploy
- Implementation:NVIDIA TransformerEngine JAX Permutation
- Implementation:Mistralai Client python GCP ChatCompletionRequest
- Implementation:Ggml org Llama cpp Model Loader Header
- Implementation:Infiniflow Ragflow FloatingChatWidgetMarkdown Component
- Implementation:Openai Openai python Embedding Create Params
- Implementation:ARISE Initiative Robosuite HookFrame
- Implementation:CrewAIInc CrewAI YouTube Channel Search Tool
- Implementation:Infiniflow Ragflow Component Class Registry
Heuristics
- Heuristic:Apache Kafka Log4j Migration Compatibility
- Heuristic:Alibaba ROLL PPO Clipping Defaults
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:Deepset ai Haystack Logging Auto Detection
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Huggingface Alignment handbook LoRA Rank Selection
- Heuristic:OpenHands OpenHands Redis Distributed Locking
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
- Heuristic:DevExpress Testcafe Window Resize Correction
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
Environments
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Cypress io Cypress Linux Display Server
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Openai Openai python Voice Helpers
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Sdv dev SDV Python Runtime
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:PrefectHQ Prefect AI Integration Credentials