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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:Kornia Kornia Image Stitching Panorama
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Huggingface Peft Prompt Tuning Classification
- Workflow:Neuml Txtai Semantic Search
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
- Workflow:Ggml org Llama cpp Speculative Decoding
- Workflow:ClickHouse ClickHouse Server Deployment
Principles
- Principle:Microsoft Semantic kernel Kernel Builder Initialization
- Principle:Anthropics Anthropic sdk python Error Handling And Exceptions
- Principle:Volcengine Verl Sandbox Code Execution
- Principle:OpenHands OpenHands Business Route Mounting
- Principle:Facebookresearch Audiocraft JASCO Model Loading
- Principle:Protectai Modelscan CLI Scan Interface
- Principle:VainF Torch Pruning Transformer Head Pruning
- Principle:Online ml River Baseline Drift Detection
- Principle:Wandb Weave Dataset Preparation
- Principle:Webdriverio Webdriverio Cucumber Configuration
Implementations
- Implementation:Scikit learn contrib Imbalanced learn estimator checks
- Implementation:ClickHouse ClickHouse Glibc Compatibility
- Implementation:InternLM Lmdeploy Stream
- Implementation:Pola rs Polars Release Python Workflow
- Implementation:Microsoft DeepSpeedExamples BingBert NvidiaPreLN LayerDrop
- Implementation:Allenai Open instruct GRPO ExperimentConfig
- Implementation:CarperAI Trlx Random Walk Environment
- Implementation:InternLM Lmdeploy BlockIterator
- Implementation:Mistralai Client python Ocr Process
- Implementation:CrewAIInc CrewAI DALL E Tool
Heuristics
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:Datahub project Datahub Validation Cross API
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Test Train Option Consistency
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
- Heuristic:Vibrantlabsai Ragas Reasoning Model Parameter Constraints
- Heuristic:Apache Druid Capability Detection Strategy
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
Environments
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:OpenGVLab InternVL DeepSpeed
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Groq Groq python Python Groq SDK
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Datahub project Datahub Docker Quickstart Environment