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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:Predibase Lorax OpenAI Chat Completion
- Workflow:Openai Whisper Word Level Timestamps
- Workflow:Puppeteer Puppeteer Request Interception
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:Duckdb Duckdb Benchmark Execution
- Workflow:Apache Flink File Source Pipeline
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
Principles
- Principle:Hiyouga LLaMA Factory Multimodal Processing
- Principle:Obss Sahi COCO Evaluation
- Principle:Webdriverio Webdriverio Service Worker Pattern
- Principle:TobikoData Sqlmesh Web Server API
- Principle:Huggingface Diffusers Diffusion Training Loop
- Principle:Duckdb Duckdb Settings And Storage Info Generation
- Principle:Online ml River Adaptive Random Forest
- Principle:Pola rs Polars Data Output Validation
- Principle:Puppeteer Puppeteer Page Navigation
- Principle:Lm sys FastChat Conversation Format Validation
Implementations
- Implementation:NVIDIA NeMo Curator DecoderUtils
- Implementation:Promptfoo Promptfoo Tsdown Build Config
- Implementation:Bentoml BentoML Public API Module
- Implementation:AUTOMATIC1111 Stable diffusion webui Network restore weights
- Implementation:NVIDIA DALI FP16 Utilities
- Implementation:Deepspeedai DeepSpeed Abstract Accelerator
- Implementation:Vllm project Vllm Prometheus Metrics Endpoint
- Implementation:BerriAI Litellm Batch Completion
- Implementation:FlowiseAI Flowise AgentSettingsMenu
- Implementation:Open compass VLMEvalKit VGRPBench Battleships
Heuristics
- Heuristic:Roboflow Rf detr Resolution Divisibility Rule
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Eric mitchell Direct preference optimization FSDP Mixed Precision BFloat16
- Heuristic:Unslothai Unsloth GGUF Quantization Selection
- Heuristic:Obss Sahi Overlap Ratio Selection
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Apache Hudi Record Level Index Optimization
Environments
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Avhz RustQuant Rust Stable
- Environment:Huggingface Trl Quantization Environment
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:Zai org CogVideo Diffusers Inference Environment