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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:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:Microsoft BIPIA White Box Defense Finetuning
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
Principles
- Principle:Facebookresearch Habitat lab Integration Testing
- Principle:Huggingface Datasets DatasetDict Hub Upload
- Principle:Microsoft BIPIA Tokenizer And Model Preparation
- Principle:Duckdb Duckdb Zstandard Compression
- Principle:Arize ai Phoenix Evaluation Data Preparation
- Principle:Facebookresearch Habitat lab Interactive Session Execution
- Principle:Infiniflow Ragflow Retrieval Configuration
- Principle:SeldonIO Seldon core Experiment Configuration
- Principle:Helicone Helicone API Specification
- Principle:ARISE Initiative Robosuite Gripper Model Design
Implementations
- Implementation:Duckdb Duckdb SKA Sort
- Implementation:Isaac sim IsaacGymEnvs VecTask Simulation Loop
- Implementation:Rapidsai Cuml FIL Postproc Ops
- Implementation:Run llama Llama index BaseNodePostprocessor
- Implementation:Huggingface Optimum EnvironmentCommand
- Implementation:LMCache LMCache Audit Connector
- Implementation:Allenai Open instruct Beaker Experiment Workflow
- Implementation:Huggingface Datasets Get Dataset Split Names
- Implementation:Bentoml BentoML GRPC Utils
- Implementation:Openai Openai python Web Search Tool Param
Heuristics
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:CarperAI Trlx Partial Layer Freezing
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:Microsoft BIPIA Delta Weight CPU Loading
- Heuristic:Dotnet Machinelearning Tokenizer Caching Strategy
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:Open compass VLMEvalKit SKIP ERR For Graceful Inference
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
Environments
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Webdriverio Webdriverio Node Runtime Environment
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Togethercomputer Together python API Credentials
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Mistralai Client python Agents Environment
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Huggingface Datatrove Python Runtime