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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:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
- Workflow:Apache Kafka PR Merge And Backport
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Triton inference server Server Model Performance Tuning
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
Principles
- Principle:Haotian liu LLaVA Model Validation
- Principle:Danijar Dreamerv3 Environment Construction
- Principle:Getgauge Taiko Gauge Specification Authoring
- Principle:Zai org CogVideo Image to Video Generation
- Principle:Huggingface Transformers Fully Sharded Data Parallelism
- Principle:Scikit learn Scikit learn Search Results Analysis
- Principle:ChenghaoMou Text dedup Suffix Array Construction
- Principle:Pyro ppl Pyro Autoregressive Networks
- Principle:DevExpress Testcafe CI Reporter And Artifacts
- Principle:Zai org CogVideo Video Frame Extraction
Implementations
- Implementation:Sktime Pytorch forecasting Baseline
- Implementation:Speechbrain Speechbrain Train TimersAndSuch Decoupled
- Implementation:Ucbepic Docetl UseDatasetUpload
- Implementation:Openai Openai python Custom Tool Model
- Implementation:BerriAI Litellm Deployment Types
- Implementation:Zai org CogVideo LLM Flux Gradio
- Implementation:OpenHands OpenHands GithubManager Send Message
- Implementation:Webdriverio Webdriverio Monad
- Implementation:Ollama Ollama WriteManifest
- Implementation:PeterL1n BackgroundMattingV2 ZipDataset
Heuristics
- Heuristic:ARISE Initiative Robomimic Data Worker Tuning By Modality
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Fastai Fastbook Embedding Size Rule
- Heuristic:CarperAI Trlx Delta Rewards
Environments
- Environment:Bigscience workshop Petals Python Hivemind
- Environment:Intel Ipex llm vLLM XPU Serving Environment
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:HKUDS AI Trader Browser Runtime
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Mlflow Mlflow MLflow Server Environment