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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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Browse by Category
| 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:Promptfoo Promptfoo Custom Provider Integration
- Workflow:Lance format Lance Full Text Search
- Workflow:Kornia Kornia Image Stitching Panorama
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:Dotnet Machinelearning AutoML Experiment
- Workflow:Intel Ipex llm LoRA Finetuning
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Truera Trulens LangGraph Agent Evaluation
Principles
- Principle:Puppeteer Puppeteer Page Creation
- Principle:Google deepmind Dm control Entity Definition
- Principle:ARISE Initiative Robosuite Input Device Abstraction
- Principle:Datajuicer Data juicer Data Format Loading
- Principle:Pyro ppl Pyro Directional Statistics
- Principle:Sgl project Sglang Engine Lifecycle Management
- Principle:DevExpress Testcafe Programmatic Test Run Execution
- Principle:Facebookresearch Audiocraft Exported Model Validation
- Principle:Treeverse LakeFS Java SDK OpenAPI Specification
- Principle:Pyro ppl Pyro Sparse Deep Exponential Family
Implementations
- Implementation:Vllm project Vllm LLM Generate Multimodal
- Implementation:Turboderp org Exllamav2 ExLlamaV2DynamicGenerator Set Loras
- Implementation:Hpcaitech ColossalAI PPOTrainer
- Implementation:Open compass VLMEvalKit MMHelix Nibbles Eval
- Implementation:DevExpress Testcafe TestRunErrors
- Implementation:Heibaiying BigData Notes DataSourceSpout Implementation
- Implementation:Openai Evals Classify Function
- Implementation:Pola rs Polars Scan LazyFrame Creation
- Implementation:Ray project Ray Release Data Tests Config
- Implementation:LMCache LMCache FS Connector
Heuristics
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Microsoft Agent framework PowerFx Python Version Limit
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
- Heuristic:Snorkel team Snorkel LabelModel Mu Eps Clamping
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
Environments
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Recommenders team Recommenders Spark Environment
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Apache Airflow Docker Container Environment