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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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|---|---|---|
| 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:Allenai Open instruct GRPO Reinforcement Learning
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:Protectai Llm guard LLM Input Output Scanning
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Microsoft Agent framework Declarative Agent Definition
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:Confident ai Deepeval End to End LLM Evaluation
Principles
- Principle:Roboflow Rf detr Training Loop Execution
- Principle:Apache Paimon Manifest Management
- Principle:EvolvingLMMs Lab Lmms eval Parallel Inference
- Principle:Avhz RustQuant Fast Fourier Transform
- Principle:PrefectHQ Prefect Dbt Command Execution
- Principle:Anthropics Anthropic sdk python Authentication Configuration
- Principle:Openai Whisper Mel Spectrogram Computation
- Principle:Ggml org Llama cpp Apple Platform Build
- Principle:SeldonIO Seldon core Explanation Generation
- Principle:ARISE Initiative Robosuite Gripper Model Design
Implementations
- Implementation:NVIDIA NeMo Curator Base Downloader
- Implementation:Online ml River Optim AdaMax
- Implementation:Mlc ai Mlc llm Tokenizer
- Implementation:Online ml River Compose TransformerProduct
- Implementation:Google deepmind Dm control Viewer Launch
- Implementation:Openai Openai python Response Image Gen Call Partial
- Implementation:Langchain ai Langchain VectorStore Add Documents
- Implementation:Datajuicer Data juicer NaiveGrouper
- Implementation:Confident ai Deepeval StepEfficiencyMetric
- Implementation:Cohere ai Cohere python EmbedJobsClient Create
Heuristics
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:Apache Paimon Vector Index Configuration Tips
- Heuristic:Openai Evals Chat Format Recommendation
- Heuristic:LLMBook zh LLMBook zh github io Deduplication Ngram Threshold
- Heuristic:Cleanlab Cleanlab Label Quality Scoring Method Selection
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:Unslothai Unsloth Merge Memory Management
Environments
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Sgl project Sglang ROCm
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:Unstructured IO Unstructured Libmagic
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:HKUDS AI Trader MCP Services
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies