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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:Microsoft Playwright API testing
- Workflow:Open compass VLMEvalKit Image Benchmark Evaluation
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:Togethercomputer Together python Image Generation
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:ClickHouse ClickHouse Server Deployment
- Workflow:Mistralai Client python Function Calling
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Langchain ai Langgraph Human in the Loop Agent
Principles
- Principle:FMInference FlexLLMGen Few Shot Prompt Construction
- Principle:Elevenlabs Elevenlabs python Audio Source Selection
- Principle:Onnx Onnx Graph Assembly
- Principle:Ollama Ollama Model Resolution And Download
- Principle:Mistralai Client python OCR Result Processing
- Principle:Huggingface Peft Cosine Similarity Contrastive Training
- Principle:Apache Paimon Split Based Reading
- Principle:Tensorflow Serving Simple Server Bootstrap
- Principle:Sktime Pytorch forecasting V2 Model Base
- Principle:Predibase Lorax Container Environment Setup
Implementations
- Implementation:AUTOMATIC1111 Stable diffusion webui DeepDanbooru Model
- Implementation:Scikit learn Scikit learn AffinityPropagation
- Implementation:Predibase Lorax Validation Schema Extraction
- Implementation:Teamcapybara Capybara Node Base Synchronize
- Implementation:Run llama Llama index DocumentContextExtractor
- Implementation:Lance format Lance Java ScalarIndexParams
- Implementation:Lance format Lance StreamingWriteSource
- Implementation:Isaac sim IsaacGymEnvs ModelAMPContinuous
- Implementation:Datajuicer Data juicer Compress Utils
- Implementation:Webdriverio Webdriverio InitializePlugin Function
Heuristics
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Fede1024 Rust rdkafka Multi Version Dependency Hazard
- Heuristic:Microsoft BIPIA Delta Weight CPU Loading
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:ArroyoSystems Arroyo Checkpoint Interval Tuning
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
Environments
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Tencent Ncnn Vulkan Environment
- Environment:Vllm project Vllm CUDA