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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:Nautechsystems Nautilus trader Strategy development
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:PrefectHQ Prefect Asset Based Data Pipeline
- Workflow:Langgenius Dify Docker Deployment
- Workflow:Alibaba MNN Model Conversion Pipeline
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Sgl project Sglang Offline Batch Inference
- Workflow:Infiniflow Ragflow Document Processing Pipeline
- Workflow:Lance format Lance Vector Search Pipeline
Principles
- Principle:Openai CLIP Linear Probe Feature Extraction
- Principle:Datajuicer Data juicer Partition Size Optimization
- Principle:ClickHouse ClickHouse Poco JSON Templating
- Principle:Apache Shardingsphere Compute Node Registration
- Principle:Apache Flink Fatal Exception Classification
- Principle:Openai Whisper Decoding Configuration
- Principle:Huggingface Diffusers Training Environment Setup
- Principle:Microsoft DeepSpeedExamples ZeRO Model Configuration
- Principle:OpenRLHF OpenRLHF SFT Dataset Construction
- Principle:AUTOMATIC1111 Stable diffusion webui Embedding serialization
Implementations
- Implementation:Triton inference server Server L0 Cmdline Trace Test
- Implementation:FMInference FlexLLMGen HELM Scenario Pipeline
- Implementation:Triton inference server Server MultiServerTest
- Implementation:Facebookresearch Habitat lab Datasets download CLI
- Implementation:Microsoft Semantic kernel InvokePromptAsync With Functions
- Implementation:Tensorflow Tfjs Advanced Activations
- Implementation:Apache Druid InputSourceStep
- Implementation:FlagOpen FlagEmbedding MiniCPM Reranker Layerwise
- Implementation:Tensorflow Serving dynamic source router h
- Implementation:Openai Openai python Legacy Response
Heuristics
- Heuristic:Apache Dolphinscheduler Gzip Compression Threshold
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:Pytorch Serve Ampere Tensor Core Optimization
Environments
- Environment:Axolotl ai cloud Axolotl CUDA GPU
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:CarperAI Trlx Python Accelerate
- Environment:Explodinggradients Ragas Optional Metrics Environment
- Environment:Pola rs Polars Rust Build Environment
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Apache Kafka Committer Tools Environment
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:Scikit learn Scikit learn Python Runtime Environment