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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:Haotian liu LLaVA LoRA Finetuning
- Workflow:Openai Evals Running a single eval
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Onnx Onnx Model Composition
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:Mlc ai Web llm Function Calling
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
Principles
- Principle:Webdriverio Webdriverio Performance Optimization
- Principle:Langchain ai Langchain Document Indexing
- Principle:Kornia Kornia Dense Feature Matching
- Principle:Sail sg LongSpec Environment Setup
- Principle:Ggml org Ggml Model Quantization
- Principle:LaurentMazare Tch rs Proximal Policy Optimization
- Principle:Nautechsystems Nautilus trader Data Configuration Schema
- Principle:Huggingface Datasets Exception Hierarchy
- Principle:FMInference FlexLLMGen NVMe Disk Setup
- Principle:Tensorflow Tfjs Weight Constraints
Implementations
- Implementation:BerriAI Litellm S3 V2 Logger
- Implementation:Axolotl ai cloud Axolotl Dynamic Dependencies
- Implementation:Mlflow Mlflow Proto Plugin
- Implementation:Openai Openai python Completion Choice Model
- Implementation:Huggingface Datatrove GopherRepetitionFilter
- Implementation:Online ml River Stats Maximum
- Implementation:Apache Hudi Run Spark Hudi Script
- Implementation:Scikit learn Scikit learn AgglomerationTransform
- Implementation:Sail sg LongSpec Hydra YAML Composition
- Implementation:Online ml River Misc Skyline
Heuristics
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
- Heuristic:Datahub project Datahub Validation Across All APIs
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
Environments
- Environment:Sgl project Sglang GitHub Actions
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Openai CLIP Python Dependencies
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Intel Ipex llm Pipeline Parallel Environment