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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:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:Protectai Modelscan CLI Model Scanning
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:Evidentlyai Evidently Monitoring Dashboard Setup
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Avhz RustQuant Analytic Option Pricing
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:Neuml Txtai Model Training
- Workflow:Nightwatchjs Nightwatch Component Testing
Principles
- Principle:LaurentMazare Tch rs Batch Evaluation
- Principle:OpenGVLab InternVL Training Configuration
- Principle:Ray project Ray CI Reproducibility
- Principle:Huggingface Datasets NumPy Formatting
- Principle:Webdriverio Webdriverio BrowserDetection
- Principle:Haotian liu LLaVA Benchmark Metric Computation
- Principle:Langgenius Dify ShallowRouting
- Principle:NVIDIA DALI Operator Schema Registration
- Principle:Langchain ai Langgraph Graph Module Definition
- Principle:Spotify Luigi Pipeline Execution
Implementations
- Implementation:Open compass VLMEvalKit GLM4v
- Implementation:Speechbrain Speechbrain Prepare Voicebank Revb SpectralMask
- Implementation:Alibaba MNN Protobuf Duration PB CC
- Implementation:Puppeteer Puppeteer Dialog
- Implementation:FMInference FlexLLMGen Get Opt Config
- Implementation:Openai Openai python Realtime Connect
- Implementation:Online ml River Bandit Envs CandyCane
- Implementation:DataTalksClub Data engineering zoomcamp Dbt Test Docs CLI
- Implementation:MarketSquare Robotframework browser WebApp State Keywords
- Implementation:Tensorflow Serving Tfrt Classifier
Heuristics
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:Scikit learn Scikit learn Random State Management
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:DataExpert io Data engineer handbook Watermark Late Arrival Tolerance
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
Environments
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Togethercomputer Together python Fine Tuning Data Requirements