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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:Rapidsai Cuml Time Series Forecasting
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:Openclaw Openclaw Plugin And Skill Extension
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Puppeteer Puppeteer Request Interception
Principles
- Principle:Facebookresearch Audiocraft MusicGen Training Execution
- Principle:Openclaw Openclaw Container Storage Configuration
- Principle:Ggml org Ggml ZDNN Accelerated Computation
- Principle:Webdriverio Webdriverio Cloud Capabilities Definition
- Principle:Fastai Fastbook Tabular Data Loading
- Principle:Apache Kafka Coordinator Metadata Propagation
- Principle:OpenHands OpenHands Nested Conversation Creation
- Principle:FlowiseAI Flowise Lead Capture
- Principle:Scikit learn contrib Imbalanced learn Balanced Random Forest
- Principle:Duckdb Duckdb Zlib Deflate Compression
Implementations
- Implementation:Datajuicer Data juicer S3UploadFileMapper
- Implementation:InternLM Lmdeploy Gemm IteratorSm80
- Implementation:SeldonIO Seldon core Seldon Model Status Explainer
- Implementation:Langgenius Dify Check I18n
- Implementation:Apache Paimon SchemaManager
- Implementation:NVIDIA TransformerEngine JAX Quantized Tensor
- Implementation:NVIDIA TransformerEngine Activation C API
- Implementation:Huggingface Datatrove MegatronTokenizer
- Implementation:Open compass VLMEvalKit MathV Utils
- Implementation:Run llama Llama index Upgrade Tool
Heuristics
- Heuristic:Princeton nlp SimPO Left Truncation Strategy
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Deepspeedai DeepSpeed FP16 Convergence Tips
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
Environments
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Sgl project Sglang Performance Dashboard
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:Ggml org Ggml Metal GPU Environment