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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:Ggml org Ggml Backend Accelerated Computation
- Workflow:Microsoft Semantic kernel Process Orchestration
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:TobikoData Sqlmesh Dbt project migration
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:BerriAI Litellm Response Caching
Principles
- Principle:Puppeteer Puppeteer Browser Cache Management
- Principle:Tencent Ncnn Layer Abstraction
- Principle:Tensorflow Tfjs Layer Wrapping
- Principle:Langgenius Dify ReactLifecycleManagement
- Principle:Teamcapybara Capybara Form Submission
- Principle:FlowiseAI Flowise Template Marketplace
- Principle:Ggml org Llama cpp PresetConfiguration
- Principle:Mlfoundations Open flamingo Distributed Checkpointing
- Principle:Ggml org Ggml Image IO
- Principle:Apache Kafka Trogdor Invocation
Implementations
- Implementation:BerriAI Litellm Get Llm Provider
- Implementation:Nautechsystems Nautilus trader TradeTickDataWrangler Process
- Implementation:Eventual Inc Daft Session Create Temp Table
- Implementation:Run llama Llama index IndexDocumentSummary
- Implementation:Spcl Graph of thoughts GroundTruth Operation
- Implementation:Open compass VLMEvalKit ImageShortQADataset
- Implementation:Intel Ipex llm NPU Speech Paraformer
- Implementation:Huggingface Datasets Text Builder
- Implementation:Ucbepic Docetl Directive ChunkHeaderSummary
- Implementation:Datajuicer Data juicer TextLengthFilter
Heuristics
- Heuristic:Sdv dev SDV CTGAN Column Performance
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
- Heuristic:Microsoft Agent framework Typed Agent Options Pattern
Environments
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Fastai Fastbook Python FastAI Environment