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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:PeterL1n BackgroundMattingV2 Model export
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Google deepmind Dm control Manipulation Task Setup
- Workflow:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:Intel Ipex llm vLLM Serving
- Workflow:Getgauge Taiko Network Request Interception
Principles
- Principle:CarperAI Trlx Hyperparameter Sweep
- Principle:Ggml org Llama cpp Performance Benchmarking
- Principle:Infiniflow Ragflow Dataflow Pipeline
- Principle:Huggingface Datasets Hub Dataset Deletion
- Principle:Cohere ai Cohere python Finetuned Model Creation
- Principle:Alibaba ROLL SFT Dataset Preparation
- Principle:Wandb Weave Call Retrieval
- Principle:Vespa engine Vespa Logger Handler Installation
- Principle:Webdriverio Webdriverio Test Spec Authoring
- Principle:Online ml River Streaming Adjusted Rand
Implementations
- Implementation:Onnx Onnx ArrayRef
- Implementation:CARLA simulator Carla CollisionStage
- Implementation:FlowiseAI Flowise SamplePromptDialog
- Implementation:Apache Airflow Core Pre Commit Config
- Implementation:Unstructured IO Unstructured ChunkingOptions
- Implementation:Zai org CogVideo CogVideoXPipeline Call
- Implementation:Langgenius Dify Pnpm Lock
- Implementation:Intel Ipex llm NPU Save Load
- Implementation:Duckdb Duckdb Amalgamation Py
- Implementation:InternLM Lmdeploy Serdes
Heuristics
- Heuristic:Protectai Llm guard Fail Fast Early Exit
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:Huggingface Peft RSLoRA Scaling
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Lance format Lance Warning Deprecated Legacy Encodings
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
Environments
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:Ray project Ray Python Runtime Environment
- Environment:Sail sg LongSpec Inference Environment
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Helicone Helicone Cloudflare Workers Runtime