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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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|---|---|---|
| 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:Pytorch Serve Model Deployment
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:OpenGVLab InternVL LoRA Finetuning
- Workflow:Pola rs Polars Time Series Analysis
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Microsoft Playwright API testing
- Workflow:Online ml River Streaming Anomaly Detection
- Workflow:Togethercomputer Together python Embeddings And Reranking
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Heibaiying BigData Notes Spark SQL Data Analysis
Principles
- Principle:MarketSquare Robotframework browser Release Publication
- Principle:Webdriverio Webdriverio BrowserStack Extension Management
- Principle:LaurentMazare Tch rs Basic Tensor Operations
- Principle:Ggml org Llama cpp Conversion Environment Setup
- Principle:Pola rs Polars Python Release Pipeline
- Principle:PrefectHQ Prefect Frontend Application Configuration
- Principle:ChenghaoMou Text dedup Benchmark Evaluation
- Principle:Arize ai Phoenix Evaluation Result Analysis
- Principle:FlowiseAI Flowise AI Flow Generation
- Principle:Open compass VLMEvalKit Environment Setup
Implementations
- Implementation:Anthropics Anthropic sdk python SkillCreateResponse
- Implementation:Onnx Onnx Doc Strings Generator
- Implementation:ArroyoSystems Arroyo Create Pipeline Int
- Implementation:Scikit learn Scikit learn Train Test Split
- Implementation:ARISE Initiative Robosuite CheckCustomRobotModel
- Implementation:AUTOMATIC1111 Stable diffusion webui File Hashing
- Implementation:Explodinggradients Ragas Text2SQL DB Utils
- Implementation:Snorkel team Snorkel Augmented Data Combination Pattern
- Implementation:Pytorch Serve ArgParser
- Implementation:SeleniumHQ Selenium Closure Testing TestCase
Heuristics
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:Speechbrain Speechbrain Data Augmentation Defaults
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
- Heuristic:NVIDIA NeMo Curator GPU Memory Resource Allocation
- Heuristic:Axolotl ai cloud Axolotl FSDP Configuration Guide
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
Environments
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Apache Spark Kubernetes Runtime