Main Page
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1,118
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:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
- Workflow:Fastai Fastbook Neural Network From Scratch
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Eventual Inc Daft Distributed UDF Processing
- Workflow:Langgenius Dify Docker Deployment
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Helicone Helicone Integrate Provider To Gateway
Principles
- Principle:Iterative Dvc Vega Lite Template Application
- Principle:Princeton nlp SimPO Model and Tokenizer Initialization
- Principle:Langchain ai Langgraph Task Definition
- Principle:DistrictDataLabs Yellowbrick Statistical Quartet Visualization
- Principle:Huggingface Datatrove FastText Classification Filtering
- Principle:Langfuse Langfuse Export Completion Notification
- Principle:Allenai Open instruct DPO Loss Dispatch
- Principle:Langfuse Langfuse Ingestion Queue Dispatch
- Principle:Google deepmind Mujoco Binary Model Loading
- Principle:Iamhankai Forest of Thought Argument Parsing
Implementations
- Implementation:Apache Druid RecordTableModule
- Implementation:Open compass VLMEvalKit MMHelix Cryptomath Eval
- Implementation:Vllm project Vllm Sequence
- Implementation:Ucbepic Docetl FileOperations
- Implementation:Ray project Ray ParallelActor ActorCall
- Implementation:Zai org CogVideo Video Autoencoder Loss
- Implementation:Astronomer Astronomer cosmos Get Dataset Alias Name
- Implementation:Webdriverio Webdriverio BrowserStack Reporter
- Implementation:Apache Druid ColumnDialog
- Implementation:OpenGVLab InternVL Merge LoRA
Heuristics
- Heuristic:Kornia Kornia Numerical Stability Patterns
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Protectai Modelscan Exit Code Conventions
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:Romsto Speculative Decoding Filler Top K Tuning
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Openai Openai node Warning Deprecated Assistants API
- Heuristic:Romsto Speculative Decoding Gamma Tuning
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
Environments
- Environment:Bentoml BentoML Python Runtime
- Environment:Pytorch Serve Distributed Training Environment
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Infiniflow Ragflow Python Runtime