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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:Microsoft LoRA LoRA Integration
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:OpenGVLab InternVL Supervised Finetuning
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:Datahub project Datahub Protobuf Schema Ingestion
- Workflow:Bigscience workshop Petals Server Contribution
- Workflow:NVIDIA DALI Image Classification Training PyTorch
- Workflow:Intel Ipex llm QLoRA Finetuning
Principles
- Principle:Googleapis Python genai Live Streaming
- Principle:Unstructured IO Unstructured Basic Chunking
- Principle:Astronomer Astronomer cosmos Dataset Lineage
- Principle:Openai Whisper Mel Spectrogram Computation
- Principle:Microsoft Agent framework Chat Client Configuration
- Principle:Intel Ipex llm DPO Data Preparation
- Principle:Langchain ai Langchain Tool Binding
- Principle:Neuml Txtai Index Persistence
- Principle:Heibaiying BigData Notes Kafka Producer Configuration
- Principle:Treeverse LakeFS Commit
Implementations
- Implementation:LaurentMazare Tch rs Torch Jit Trace
- Implementation:InternLM Lmdeploy Autotest Config
- Implementation:Iterative Dvc VegaConverter Convert
- Implementation:FlagOpen FlagEmbedding LLM Reranker Instruction Data
- Implementation:Online ml River Cluster ODAC
- Implementation:OWASP Www project top 10 for large language model applications Markdown To PDF Convert
- Implementation:Langfuse Langfuse EvalRouter CreateTemplate
- Implementation:Huggingface Datatrove JapaneseTokenizer
- Implementation:Hpcaitech ColossalAI GSMDataset
- Implementation:CrewAIInc CrewAI Docs Navigation Config
Heuristics
- Heuristic:Vespa engine Vespa KStemmer Dictionary Loading
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:Apache Spark K8s Container Patterns
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:Astronomer Astronomer cosmos Static Parser Hang Workaround
- Heuristic:CarperAI Trlx Delta Rewards
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Kubeflow Kubeflow Issue Routing To Sub Repos
Environments
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Intel Ipex llm NPU Environment
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Cleanlab Cleanlab Python Core Environment
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:Googleapis Python genai Python 3 10 SDK Runtime