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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:OpenHands OpenHands Organization Onboarding
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:Tensorflow Tfjs Sequential Model Training
- Workflow:Lucidrains X transformers Encoder Decoder Sequence to Sequence
- Workflow:Datahub project Datahub Spark Lineage Capture
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:Bigscience workshop Petals Server Contribution
- Workflow:Microsoft LoRA NLU GLUE Finetuning
- Workflow:Onnx Onnx Model Validation
Principles
- Principle:Protectai Llm guard Input Scanner Factory Pattern
- Principle:Deepspeedai DeepSpeed Tensor Parallel Training
- Principle:ARISE Initiative Robosuite Controller Factory Pattern
- Principle:Allenai Open instruct GRPO Loss
- Principle:Webdriverio Webdriverio Framework Abstraction
- Principle:AUTOMATIC1111 Stable diffusion webui Input image mode configuration
- Principle:Gretelai Gretel synthetics Conditional Data Sampling
- Principle:Apache Hudi Demo Environment Startup
- Principle:Ollama Ollama Manifest Resolution
- Principle:Fastai Fastbook Latent Factor Model
Implementations
- Implementation:Recommenders team Recommenders MINDAll Iterator
- Implementation:PacktPublishing LLM Engineers Handbook Save Pretrained Merged
- Implementation:Deepseek ai Janus Noise Initialization
- Implementation:Pytorch Serve Manifest
- Implementation:PacktPublishing LLM Engineers Handbook BaseCrawler Extract
- Implementation:Microsoft Autogen Studio MCP Routes
- Implementation:Openai Openai python API Pagination
- Implementation:Langgenius Dify Env Template Copy
- Implementation:Helicone Helicone Env File Setup
- Implementation:NVIDIA TransformerEngine JAX Flax Module
Heuristics
- Heuristic:Avhz RustQuant Discretization Scheme Selection
- Heuristic:Open compass VLMEvalKit WORLD SIZE Unset For Model Building
- Heuristic:Google deepmind Mujoco MJX Feature Compatibility
- Heuristic:Vibrantlabsai Ragas Concurrency And Retry Configuration
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:ChenghaoMou Text dedup Suffix Array Merge Strategy
- Heuristic:Speechbrain Speechbrain Nonfinite Loss Handling
- Heuristic:Cypress io Cypress Global Install Warning
Environments
- Environment:Mlfoundations Open flamingo WebDataset Training Dependencies
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Langgenius Dify Credentials And Env Vars