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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:FlagOpen FlagEmbedding Reranker Inference
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Openai Openai python Chat Completion
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Apache Beam Portable Pipeline Submission
- Workflow:Microsoft LoRA GPT2 NLG Finetuning
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Lance format Lance Full Text Search
Principles
- Principle:Pytorch Serve IPEX Quantized Inference
- Principle:TobikoData Sqlmesh Backfill Strategy Selection
- Principle:Pytorch Serve Streaming Inference
- Principle:Huggingface Datasets Streaming Download Management
- Principle:Datajuicer Data juicer Data Mapping Transformation
- Principle:Datahub project Datahub Recipe Configuration
- Principle:Princeton nlp Tree of thought llm DFS Tree Search
- Principle:AUTOMATIC1111 Stable diffusion webui Hypernetwork training loop
- Principle:Helicone Helicone ClickHouse Cost SQL Generation
- Principle:ArroyoSystems Arroyo Checkpoint Triggering
Implementations
- Implementation:Elevenlabs Elevenlabs python UnitTestCommonModel
- Implementation:Apache Shardingsphere MetaDataPersistFacade Constructor
- Implementation:Openclaw Openclaw Chrome Extension Options
- Implementation:Open compass VLMEvalKit RRC Evaluation Funcs
- Implementation:Datajuicer Data juicer RemoveLongWordsMapper
- Implementation:Lance format Lance Java DynamicContextProvider
- Implementation:Lance format Lance ProjectionPlan
- Implementation:Groq Groq python ChatCompletionMessageParam
- Implementation:BerriAI Litellm OpenMeter Logger
- Implementation:Openai Openai python Shared Chat Model
Heuristics
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:HKUDS AI Trader Linear Retry Backoff
Environments
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Kserve Kserve Gateway API
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:Trailofbits Fickling Python Runtime
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Heibaiying BigData Notes Java 8 Maven Environment