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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:Pyro ppl Pyro SVI Training
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:Apache Spark Release Process
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:Kornia Kornia Differentiable Image Augmentation
Principles
- Principle:Openai CLIP Text Feature Encoding
- Principle:Huggingface Datatrove Job Status Monitoring
- Principle:Openai Openai node Chat Completion Invocation
- Principle:Ollama Ollama OpenAI Embeddings And Listing
- Principle:CarperAI Trlx RL Data Structures
- Principle:CARLA simulator Carla Waypoint Queue Completion
- Principle:Online ml River Online Recommendation
- Principle:Promptfoo Promptfoo Interactive Project Setup
- Principle:Huggingface Alignment handbook Chat Template Configuration
- Principle:Microsoft Onnxruntime Model Metadata Inspection
Implementations
- Implementation:MarketSquare Robotframework browser Libdoc Gen Stub
- Implementation:Mlflow Mlflow Pyproject Generator
- Implementation:Apache Paimon FormatTableWrite
- Implementation:Norrrrrrr lyn WAInjectBench Image Folder Data Schema
- Implementation:Fastai Fastbook Embedding Inspection
- Implementation:Scikit learn Scikit learn PLSRegression
- Implementation:Datahub project Datahub HasOwners Mixin
- Implementation:Sgl project Sglang CPU Activation
- Implementation:AUTOMATIC1111 Stable diffusion webui Module Method Patcher
- Implementation:InternLM Lmdeploy Generation
Heuristics
- Heuristic:Spcl Graph of thoughts GoT Decompose Sort Merge Strategy
- Heuristic:Haotian liu LLaVA Use Cache Training Inference Toggle
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
- Heuristic:Datahub project Datahub Venv Copies Mode
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
Environments
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Promptfoo Promptfoo Browser Automation
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Arize ai Phoenix Frontend Node 22